{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 券商行业分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "说明：1、基本面，财经指标等数据，来之joinquant，由专门的程序维护数据\n",
    "    2、C:\\quanttime\\data\\security_raw为数据维护的文件夹\n",
    "    3、分析获取数据来之文件夹C:\\quanttime\\data\\security，文件夹内按照code区分文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#-*-coding:utf-8 -*-\n",
    "#所有需要的库文件添加该处\n",
    "import pandas as pd\n",
    "from six import StringIO\n",
    "import matplotlib.pyplot as plt\n",
    "import  numpy as np\n",
    "import os\n",
    "from datetime import datetime,timedelta\n",
    "from pyecharts import Line,Kline,Bar,Overlap,Grid\n",
    "from jqdatasdk import *\n",
    "from opendatatools import swindex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auth success\n"
     ]
    }
   ],
   "source": [
    "#joinquant授权\n",
    "auth('13811866763',\"sam155\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基准中证证券指数 399975.XSHE\t中证全指证券公司指数(四级行业)\tZQGS\t2013-07-15\t2200-01-01\tindex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-05-19</th>\n",
       "      <td>1518.04</td>\n",
       "      <td>1632.28</td>\n",
       "      <td>1659.57</td>\n",
       "      <td>1518.04</td>\n",
       "      <td>3.772612e+09</td>\n",
       "      <td>9.309065e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-20</th>\n",
       "      <td>1637.58</td>\n",
       "      <td>1604.66</td>\n",
       "      <td>1637.58</td>\n",
       "      <td>1602.00</td>\n",
       "      <td>2.828233e+09</td>\n",
       "      <td>7.147268e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-21</th>\n",
       "      <td>1603.09</td>\n",
       "      <td>1601.81</td>\n",
       "      <td>1610.02</td>\n",
       "      <td>1582.24</td>\n",
       "      <td>1.858109e+09</td>\n",
       "      <td>4.617736e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-22</th>\n",
       "      <td>1619.44</td>\n",
       "      <td>1653.20</td>\n",
       "      <td>1681.65</td>\n",
       "      <td>1614.60</td>\n",
       "      <td>3.418169e+09</td>\n",
       "      <td>8.649188e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low        volume         money\n",
       "2015-05-19  1518.04  1632.28  1659.57  1518.04  3.772612e+09  9.309065e+10\n",
       "2015-05-20  1637.58  1604.66  1637.58  1602.00  2.828233e+09  7.147268e+10\n",
       "2015-05-21  1603.09  1601.81  1610.02  1582.24  1.858109e+09  4.617736e+10\n",
       "2015-05-22  1619.44  1653.20  1681.65  1614.60  3.418169e+09  8.649188e+10"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#从joinquant获取中证证券指数作为基准，单个指数数据，实时获取，暂不维护数据\n",
    "today = datetime.today().date().strftime(\"%Y-%m-%d\")\n",
    "security_index_k = get_price(\"399975.XSHE\", start_date='2013-07-15', end_date=today, frequency='daily', fields=None)\n",
    "security_index_k = security_index_k.dropna()\n",
    "security_index_k.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"9f406b417bcb445cbcf1cb795351dec8\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_9f406b417bcb445cbcf1cb795351dec8 = echarts.init(document.getElementById('9f406b417bcb445cbcf1cb795351dec8'), 'light', {renderer: 'canvas'});\n",
       "function kline_tooltip_formatter(params) {\n",
       "    var text;\n",
       "    text = ((((((((((((params[0].seriesName + \"<br/>\") + \"- open:\") + params[0].data[1]) + \"<br/>\") + \"- close:\") + params[0].data[2]) + \"<br/>\") + \"- lowest:\") + params[0].data[3]) + \"<br/>\") + \"- highest:\") + params[0].data[4]);\n",
       "    return text;\n",
       "}\n",
       "\n",
       "var option_9f406b417bcb445cbcf1cb795351dec8 = {\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"axis\",\n",
       "        \"formatter\": kline_tooltip_formatter,\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"animation\": true,\n",
       "    \"toolbox\": {\n",
       "        \"orient\": \"vertical\",\n",
       "        \"show\": true,\n",
       "        \"feature\": {\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            },\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            }\n",
       "        },\n",
       "        \"top\": \"center\",\n",
       "        \"left\": \"95%\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"inverse\": false,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"scale\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"data\": [\n",
       "                \"2015-05-19 00:00:00\",\n",
       "                \"2015-05-20 00:00:00\",\n",
       "                \"2015-05-21 00:00:00\",\n",
       "                \"2015-05-22 00:00:00\",\n",
       "                \"2015-05-25 00:00:00\",\n",
       "                \"2015-05-26 00:00:00\",\n",
       "                \"2015-05-27 00:00:00\",\n",
       "                \"2015-05-28 00:00:00\",\n",
       "                \"2015-05-29 00:00:00\",\n",
       "                \"2015-06-01 00:00:00\",\n",
       "                \"2015-06-02 00:00:00\",\n",
       "                \"2015-06-03 00:00:00\",\n",
       "                \"2015-06-04 00:00:00\",\n",
       "                \"2015-06-05 00:00:00\",\n",
       "                \"2015-06-08 00:00:00\",\n",
       "                \"2015-06-09 00:00:00\",\n",
       "                \"2015-06-10 00:00:00\",\n",
       "                \"2015-06-11 00:00:00\",\n",
       "                \"2015-06-12 00:00:00\",\n",
       "                \"2015-06-15 00:00:00\",\n",
       "                \"2015-06-16 00:00:00\",\n",
       "                \"2015-06-17 00:00:00\",\n",
       "                \"2015-06-18 00:00:00\",\n",
       "                \"2015-06-19 00:00:00\",\n",
       "                \"2015-06-23 00:00:00\",\n",
       "                \"2015-06-24 00:00:00\",\n",
       "                \"2015-06-25 00:00:00\",\n",
       "                \"2015-06-26 00:00:00\",\n",
       "                \"2015-06-29 00:00:00\",\n",
       "                \"2015-06-30 00:00:00\",\n",
       "                \"2015-07-01 00:00:00\",\n",
       "                \"2015-07-02 00:00:00\",\n",
       "                \"2015-07-03 00:00:00\",\n",
       "                \"2015-07-06 00:00:00\",\n",
       "                \"2015-07-07 00:00:00\",\n",
       "                \"2015-07-08 00:00:00\",\n",
       "                \"2015-07-09 00:00:00\",\n",
       "                \"2015-07-10 00:00:00\",\n",
       "                \"2015-07-13 00:00:00\",\n",
       "                \"2015-07-14 00:00:00\",\n",
       "                \"2015-07-15 00:00:00\",\n",
       "                \"2015-07-16 00:00:00\",\n",
       "                \"2015-07-17 00:00:00\",\n",
       "                \"2015-07-20 00:00:00\",\n",
       "                \"2015-07-21 00:00:00\",\n",
       "                \"2015-07-22 00:00:00\",\n",
       "                \"2015-07-23 00:00:00\",\n",
       "                \"2015-07-24 00:00:00\",\n",
       "                \"2015-07-27 00:00:00\",\n",
       "                \"2015-07-28 00:00:00\",\n",
       "                \"2015-07-29 00:00:00\",\n",
       "                \"2015-07-30 00:00:00\",\n",
       "                \"2015-07-31 00:00:00\",\n",
       "                \"2015-08-03 00:00:00\",\n",
       "                \"2015-08-04 00:00:00\",\n",
       "                \"2015-08-05 00:00:00\",\n",
       "                \"2015-08-06 00:00:00\",\n",
       "                \"2015-08-07 00:00:00\",\n",
       "                \"2015-08-10 00:00:00\",\n",
       "                \"2015-08-11 00:00:00\",\n",
       "                \"2015-08-12 00:00:00\",\n",
       "                \"2015-08-13 00:00:00\",\n",
       "                \"2015-08-14 00:00:00\",\n",
       "                \"2015-08-17 00:00:00\",\n",
       "                \"2015-08-18 00:00:00\",\n",
       "                \"2015-08-19 00:00:00\",\n",
       "                \"2015-08-20 00:00:00\",\n",
       "                \"2015-08-21 00:00:00\",\n",
       "                \"2015-08-24 00:00:00\",\n",
       "                \"2015-08-25 00:00:00\",\n",
       "                \"2015-08-26 00:00:00\",\n",
       "                \"2015-08-27 00:00:00\",\n",
       "                \"2015-08-28 00:00:00\",\n",
       "                \"2015-08-31 00:00:00\",\n",
       "                \"2015-09-01 00:00:00\",\n",
       "                \"2015-09-02 00:00:00\",\n",
       "                \"2015-09-07 00:00:00\",\n",
       "                \"2015-09-08 00:00:00\",\n",
       "                \"2015-09-09 00:00:00\",\n",
       "                \"2015-09-10 00:00:00\",\n",
       "                \"2015-09-11 00:00:00\",\n",
       "                \"2015-09-14 00:00:00\",\n",
       "                \"2015-09-15 00:00:00\",\n",
       "                \"2015-09-16 00:00:00\",\n",
       "                \"2015-09-17 00:00:00\",\n",
       "                \"2015-09-18 00:00:00\",\n",
       "                \"2015-09-21 00:00:00\",\n",
       "                \"2015-09-22 00:00:00\",\n",
       "                \"2015-09-23 00:00:00\",\n",
       "                \"2015-09-24 00:00:00\",\n",
       "                \"2015-09-25 00:00:00\",\n",
       "                \"2015-09-28 00:00:00\",\n",
       "                \"2015-09-29 00:00:00\",\n",
       "                \"2015-09-30 00:00:00\",\n",
       "                \"2015-10-08 00:00:00\",\n",
       "                \"2015-10-09 00:00:00\",\n",
       "                \"2015-10-12 00:00:00\",\n",
       "                \"2015-10-13 00:00:00\",\n",
       "                \"2015-10-14 00:00:00\",\n",
       "                \"2015-10-15 00:00:00\",\n",
       "                \"2015-10-16 00:00:00\",\n",
       "                \"2015-10-19 00:00:00\",\n",
       "                \"2015-10-20 00:00:00\",\n",
       "                \"2015-10-21 00:00:00\",\n",
       "                \"2015-10-22 00:00:00\",\n",
       "                \"2015-10-23 00:00:00\",\n",
       "                \"2015-10-26 00:00:00\",\n",
       "                \"2015-10-27 00:00:00\",\n",
       "                \"2015-10-28 00:00:00\",\n",
       "                \"2015-10-29 00:00:00\",\n",
       "                \"2015-10-30 00:00:00\",\n",
       "                \"2015-11-02 00:00:00\",\n",
       "                \"2015-11-03 00:00:00\",\n",
       "                \"2015-11-04 00:00:00\",\n",
       "                \"2015-11-05 00:00:00\",\n",
       "                \"2015-11-06 00:00:00\",\n",
       "                \"2015-11-09 00:00:00\",\n",
       "                \"2015-11-10 00:00:00\",\n",
       "                \"2015-11-11 00:00:00\",\n",
       "                \"2015-11-12 00:00:00\",\n",
       "                \"2015-11-13 00:00:00\",\n",
       "                \"2015-11-16 00:00:00\",\n",
       "                \"2015-11-17 00:00:00\",\n",
       "                \"2015-11-18 00:00:00\",\n",
       "                \"2015-11-19 00:00:00\",\n",
       "                \"2015-11-20 00:00:00\",\n",
       "                \"2015-11-23 00:00:00\",\n",
       "                \"2015-11-24 00:00:00\",\n",
       "                \"2015-11-25 00:00:00\",\n",
       "                \"2015-11-26 00:00:00\",\n",
       "                \"2015-11-27 00:00:00\",\n",
       "                \"2015-11-30 00:00:00\",\n",
       "                \"2015-12-01 00:00:00\",\n",
       "                \"2015-12-02 00:00:00\",\n",
       "                \"2015-12-03 00:00:00\",\n",
       "                \"2015-12-04 00:00:00\",\n",
       "                \"2015-12-07 00:00:00\",\n",
       "                \"2015-12-08 00:00:00\",\n",
       "                \"2015-12-09 00:00:00\",\n",
       "                \"2015-12-10 00:00:00\",\n",
       "                \"2015-12-11 00:00:00\",\n",
       "                \"2015-12-14 00:00:00\",\n",
       "                \"2015-12-15 00:00:00\",\n",
       "                \"2015-12-16 00:00:00\",\n",
       "                \"2015-12-17 00:00:00\",\n",
       "                \"2015-12-18 00:00:00\",\n",
       "                \"2015-12-21 00:00:00\",\n",
       "                \"2015-12-22 00:00:00\",\n",
       "                \"2015-12-23 00:00:00\",\n",
       "                \"2015-12-24 00:00:00\",\n",
       "                \"2015-12-25 00:00:00\",\n",
       "                \"2015-12-28 00:00:00\",\n",
       "                \"2015-12-29 00:00:00\",\n",
       "                \"2015-12-30 00:00:00\",\n",
       "                \"2015-12-31 00:00:00\",\n",
       "                \"2016-01-04 00:00:00\",\n",
       "                \"2016-01-05 00:00:00\",\n",
       "                \"2016-01-06 00:00:00\",\n",
       "                \"2016-01-07 00:00:00\",\n",
       "                \"2016-01-08 00:00:00\",\n",
       "                \"2016-01-11 00:00:00\",\n",
       "                \"2016-01-12 00:00:00\",\n",
       "                \"2016-01-13 00:00:00\",\n",
       "                \"2016-01-14 00:00:00\",\n",
       "                \"2016-01-15 00:00:00\",\n",
       "                \"2016-01-18 00:00:00\",\n",
       "                \"2016-01-19 00:00:00\",\n",
       "                \"2016-01-20 00:00:00\",\n",
       "                \"2016-01-21 00:00:00\",\n",
       "                \"2016-01-22 00:00:00\",\n",
       "                \"2016-01-25 00:00:00\",\n",
       "                \"2016-01-26 00:00:00\",\n",
       "                \"2016-01-27 00:00:00\",\n",
       "                \"2016-01-28 00:00:00\",\n",
       "                \"2016-01-29 00:00:00\",\n",
       "                \"2016-02-01 00:00:00\",\n",
       "                \"2016-02-02 00:00:00\",\n",
       "                \"2016-02-03 00:00:00\",\n",
       "                \"2016-02-04 00:00:00\",\n",
       "                \"2016-02-05 00:00:00\",\n",
       "                \"2016-02-15 00:00:00\",\n",
       "                \"2016-02-16 00:00:00\",\n",
       "                \"2016-02-17 00:00:00\",\n",
       "                \"2016-02-18 00:00:00\",\n",
       "                \"2016-02-19 00:00:00\",\n",
       "                \"2016-02-22 00:00:00\",\n",
       "                \"2016-02-23 00:00:00\",\n",
       "                \"2016-02-24 00:00:00\",\n",
       "                \"2016-02-25 00:00:00\",\n",
       "                \"2016-02-26 00:00:00\",\n",
       "                \"2016-02-29 00:00:00\",\n",
       "                \"2016-03-01 00:00:00\",\n",
       "                \"2016-03-02 00:00:00\",\n",
       "                \"2016-03-03 00:00:00\",\n",
       "                \"2016-03-04 00:00:00\",\n",
       "                \"2016-03-07 00:00:00\",\n",
       "                \"2016-03-08 00:00:00\",\n",
       "                \"2016-03-09 00:00:00\",\n",
       "                \"2016-03-10 00:00:00\",\n",
       "                \"2016-03-11 00:00:00\",\n",
       "                \"2016-03-14 00:00:00\",\n",
       "                \"2016-03-15 00:00:00\",\n",
       "                \"2016-03-16 00:00:00\",\n",
       "                \"2016-03-17 00:00:00\",\n",
       "                \"2016-03-18 00:00:00\",\n",
       "                \"2016-03-21 00:00:00\",\n",
       "                \"2016-03-22 00:00:00\",\n",
       "                \"2016-03-23 00:00:00\",\n",
       "                \"2016-03-24 00:00:00\",\n",
       "                \"2016-03-25 00:00:00\",\n",
       "                \"2016-03-28 00:00:00\",\n",
       "                \"2016-03-29 00:00:00\",\n",
       "                \"2016-03-30 00:00:00\",\n",
       "                \"2016-03-31 00:00:00\",\n",
       "                \"2016-04-01 00:00:00\",\n",
       "                \"2016-04-05 00:00:00\",\n",
       "                \"2016-04-06 00:00:00\",\n",
       "                \"2016-04-07 00:00:00\",\n",
       "                \"2016-04-08 00:00:00\",\n",
       "                \"2016-04-11 00:00:00\",\n",
       "                \"2016-04-12 00:00:00\",\n",
       "                \"2016-04-13 00:00:00\",\n",
       "                \"2016-04-14 00:00:00\",\n",
       "                \"2016-04-15 00:00:00\",\n",
       "                \"2016-04-18 00:00:00\",\n",
       "                \"2016-04-19 00:00:00\",\n",
       "                \"2016-04-20 00:00:00\",\n",
       "                \"2016-04-21 00:00:00\",\n",
       "                \"2016-04-22 00:00:00\",\n",
       "                \"2016-04-25 00:00:00\",\n",
       "                \"2016-04-26 00:00:00\",\n",
       "                \"2016-04-27 00:00:00\",\n",
       "                \"2016-04-28 00:00:00\",\n",
       "                \"2016-04-29 00:00:00\",\n",
       "                \"2016-05-03 00:00:00\",\n",
       "                \"2016-05-04 00:00:00\",\n",
       "                \"2016-05-05 00:00:00\",\n",
       "                \"2016-05-06 00:00:00\",\n",
       "                \"2016-05-09 00:00:00\",\n",
       "                \"2016-05-10 00:00:00\",\n",
       "                \"2016-05-11 00:00:00\",\n",
       "                \"2016-05-12 00:00:00\",\n",
       "                \"2016-05-13 00:00:00\",\n",
       "                \"2016-05-16 00:00:00\",\n",
       "                \"2016-05-17 00:00:00\",\n",
       "                \"2016-05-18 00:00:00\",\n",
       "                \"2016-05-19 00:00:00\",\n",
       "                \"2016-05-20 00:00:00\",\n",
       "                \"2016-05-23 00:00:00\",\n",
       "                \"2016-05-24 00:00:00\",\n",
       "                \"2016-05-25 00:00:00\",\n",
       "                \"2016-05-26 00:00:00\",\n",
       "                \"2016-05-27 00:00:00\",\n",
       "                \"2016-05-30 00:00:00\",\n",
       "                \"2016-05-31 00:00:00\",\n",
       "                \"2016-06-01 00:00:00\",\n",
       "                \"2016-06-02 00:00:00\",\n",
       "                \"2016-06-03 00:00:00\",\n",
       "                \"2016-06-06 00:00:00\",\n",
       "                \"2016-06-07 00:00:00\",\n",
       "                \"2016-06-08 00:00:00\",\n",
       "                \"2016-06-13 00:00:00\",\n",
       "                \"2016-06-14 00:00:00\",\n",
       "                \"2016-06-15 00:00:00\",\n",
       "                \"2016-06-16 00:00:00\",\n",
       "                \"2016-06-17 00:00:00\",\n",
       "                \"2016-06-20 00:00:00\",\n",
       "                \"2016-06-21 00:00:00\",\n",
       "                \"2016-06-22 00:00:00\",\n",
       "                \"2016-06-23 00:00:00\",\n",
       "                \"2016-06-24 00:00:00\",\n",
       "                \"2016-06-27 00:00:00\",\n",
       "                \"2016-06-28 00:00:00\",\n",
       "                \"2016-06-29 00:00:00\",\n",
       "                \"2016-06-30 00:00:00\",\n",
       "                \"2016-07-01 00:00:00\",\n",
       "                \"2016-07-04 00:00:00\",\n",
       "                \"2016-07-05 00:00:00\",\n",
       "                \"2016-07-06 00:00:00\",\n",
       "                \"2016-07-07 00:00:00\",\n",
       "                \"2016-07-08 00:00:00\",\n",
       "                \"2016-07-11 00:00:00\",\n",
       "                \"2016-07-12 00:00:00\",\n",
       "                \"2016-07-13 00:00:00\",\n",
       "                \"2016-07-14 00:00:00\",\n",
       "                \"2016-07-15 00:00:00\",\n",
       "                \"2016-07-18 00:00:00\",\n",
       "                \"2016-07-19 00:00:00\",\n",
       "                \"2016-07-20 00:00:00\",\n",
       "                \"2016-07-21 00:00:00\",\n",
       "                \"2016-07-22 00:00:00\",\n",
       "                \"2016-07-25 00:00:00\",\n",
       "                \"2016-07-26 00:00:00\",\n",
       "                \"2016-07-27 00:00:00\",\n",
       "                \"2016-07-28 00:00:00\",\n",
       "                \"2016-07-29 00:00:00\",\n",
       "                \"2016-08-01 00:00:00\",\n",
       "                \"2016-08-02 00:00:00\",\n",
       "                \"2016-08-03 00:00:00\",\n",
       "                \"2016-08-04 00:00:00\",\n",
       "                \"2016-08-05 00:00:00\",\n",
       "                \"2016-08-08 00:00:00\",\n",
       "                \"2016-08-09 00:00:00\",\n",
       "                \"2016-08-10 00:00:00\",\n",
       "                \"2016-08-11 00:00:00\",\n",
       "                \"2016-08-12 00:00:00\",\n",
       "                \"2016-08-15 00:00:00\",\n",
       "                \"2016-08-16 00:00:00\",\n",
       "                \"2016-08-17 00:00:00\",\n",
       "                \"2016-08-18 00:00:00\",\n",
       "                \"2016-08-19 00:00:00\",\n",
       "                \"2016-08-22 00:00:00\",\n",
       "                \"2016-08-23 00:00:00\",\n",
       "                \"2016-08-24 00:00:00\",\n",
       "                \"2016-08-25 00:00:00\",\n",
       "                \"2016-08-26 00:00:00\",\n",
       "                \"2016-08-29 00:00:00\",\n",
       "                \"2016-08-30 00:00:00\",\n",
       "                \"2016-08-31 00:00:00\",\n",
       "                \"2016-09-01 00:00:00\",\n",
       "                \"2016-09-02 00:00:00\",\n",
       "                \"2016-09-05 00:00:00\",\n",
       "                \"2016-09-06 00:00:00\",\n",
       "                \"2016-09-07 00:00:00\",\n",
       "                \"2016-09-08 00:00:00\",\n",
       "                \"2016-09-09 00:00:00\",\n",
       "                \"2016-09-12 00:00:00\",\n",
       "                \"2016-09-13 00:00:00\",\n",
       "                \"2016-09-14 00:00:00\",\n",
       "                \"2016-09-19 00:00:00\",\n",
       "                \"2016-09-20 00:00:00\",\n",
       "                \"2016-09-21 00:00:00\",\n",
       "                \"2016-09-22 00:00:00\",\n",
       "                \"2016-09-23 00:00:00\",\n",
       "                \"2016-09-26 00:00:00\",\n",
       "                \"2016-09-27 00:00:00\",\n",
       "                \"2016-09-28 00:00:00\",\n",
       "                \"2016-09-29 00:00:00\",\n",
       "                \"2016-09-30 00:00:00\",\n",
       "                \"2016-10-10 00:00:00\",\n",
       "                \"2016-10-11 00:00:00\",\n",
       "                \"2016-10-12 00:00:00\",\n",
       "                \"2016-10-13 00:00:00\",\n",
       "                \"2016-10-14 00:00:00\",\n",
       "                \"2016-10-17 00:00:00\",\n",
       "                \"2016-10-18 00:00:00\",\n",
       "                \"2016-10-19 00:00:00\",\n",
       "                \"2016-10-20 00:00:00\",\n",
       "                \"2016-10-21 00:00:00\",\n",
       "                \"2016-10-24 00:00:00\",\n",
       "                \"2016-10-25 00:00:00\",\n",
       "                \"2016-10-26 00:00:00\",\n",
       "                \"2016-10-27 00:00:00\",\n",
       "                \"2016-10-28 00:00:00\",\n",
       "                \"2016-10-31 00:00:00\",\n",
       "                \"2016-11-01 00:00:00\",\n",
       "                \"2016-11-02 00:00:00\",\n",
       "                \"2016-11-03 00:00:00\",\n",
       "                \"2016-11-04 00:00:00\",\n",
       "                \"2016-11-07 00:00:00\",\n",
       "                \"2016-11-08 00:00:00\",\n",
       "                \"2016-11-09 00:00:00\",\n",
       "                \"2016-11-10 00:00:00\",\n",
       "                \"2016-11-11 00:00:00\",\n",
       "                \"2016-11-14 00:00:00\",\n",
       "                \"2016-11-15 00:00:00\",\n",
       "                \"2016-11-16 00:00:00\",\n",
       "                \"2016-11-17 00:00:00\",\n",
       "                \"2016-11-18 00:00:00\",\n",
       "                \"2016-11-21 00:00:00\",\n",
       "                \"2016-11-22 00:00:00\",\n",
       "                \"2016-11-23 00:00:00\",\n",
       "                \"2016-11-24 00:00:00\",\n",
       "                \"2016-11-25 00:00:00\",\n",
       "                \"2016-11-28 00:00:00\",\n",
       "                \"2016-11-29 00:00:00\",\n",
       "                \"2016-11-30 00:00:00\",\n",
       "                \"2016-12-01 00:00:00\",\n",
       "                \"2016-12-02 00:00:00\",\n",
       "                \"2016-12-05 00:00:00\",\n",
       "                \"2016-12-06 00:00:00\",\n",
       "                \"2016-12-07 00:00:00\",\n",
       "                \"2016-12-08 00:00:00\",\n",
       "                \"2016-12-09 00:00:00\",\n",
       "                \"2016-12-12 00:00:00\",\n",
       "                \"2016-12-13 00:00:00\",\n",
       "                \"2016-12-14 00:00:00\",\n",
       "                \"2016-12-15 00:00:00\",\n",
       "                \"2016-12-16 00:00:00\",\n",
       "                \"2016-12-19 00:00:00\",\n",
       "                \"2016-12-20 00:00:00\",\n",
       "                \"2016-12-21 00:00:00\",\n",
       "                \"2016-12-22 00:00:00\",\n",
       "                \"2016-12-23 00:00:00\",\n",
       "                \"2016-12-26 00:00:00\",\n",
       "                \"2016-12-27 00:00:00\",\n",
       "                \"2016-12-28 00:00:00\",\n",
       "                \"2016-12-29 00:00:00\",\n",
       "                \"2016-12-30 00:00:00\",\n",
       "                \"2017-01-03 00:00:00\",\n",
       "                \"2017-01-04 00:00:00\",\n",
       "                \"2017-01-05 00:00:00\",\n",
       "                \"2017-01-06 00:00:00\",\n",
       "                \"2017-01-09 00:00:00\",\n",
       "                \"2017-01-10 00:00:00\",\n",
       "                \"2017-01-11 00:00:00\",\n",
       "                \"2017-01-12 00:00:00\",\n",
       "                \"2017-01-13 00:00:00\",\n",
       "                \"2017-01-16 00:00:00\",\n",
       "                \"2017-01-17 00:00:00\",\n",
       "                \"2017-01-18 00:00:00\",\n",
       "                \"2017-01-19 00:00:00\",\n",
       "                \"2017-01-20 00:00:00\",\n",
       "                \"2017-01-23 00:00:00\",\n",
       "                \"2017-01-24 00:00:00\",\n",
       "                \"2017-01-25 00:00:00\",\n",
       "                \"2017-01-26 00:00:00\",\n",
       "                \"2017-02-03 00:00:00\",\n",
       "                \"2017-02-06 00:00:00\",\n",
       "                \"2017-02-07 00:00:00\",\n",
       "                \"2017-02-08 00:00:00\",\n",
       "                \"2017-02-09 00:00:00\",\n",
       "                \"2017-02-10 00:00:00\",\n",
       "                \"2017-02-13 00:00:00\",\n",
       "                \"2017-02-14 00:00:00\",\n",
       "                \"2017-02-15 00:00:00\",\n",
       "                \"2017-02-16 00:00:00\",\n",
       "                \"2017-02-17 00:00:00\",\n",
       "                \"2017-02-20 00:00:00\",\n",
       "                \"2017-02-21 00:00:00\",\n",
       "                \"2017-02-22 00:00:00\",\n",
       "                \"2017-02-23 00:00:00\",\n",
       "                \"2017-02-24 00:00:00\",\n",
       "                \"2017-02-27 00:00:00\",\n",
       "                \"2017-02-28 00:00:00\",\n",
       "                \"2017-03-01 00:00:00\",\n",
       "                \"2017-03-02 00:00:00\",\n",
       "                \"2017-03-03 00:00:00\",\n",
       "                \"2017-03-06 00:00:00\",\n",
       "                \"2017-03-07 00:00:00\",\n",
       "                \"2017-03-08 00:00:00\",\n",
       "                \"2017-03-09 00:00:00\",\n",
       "                \"2017-03-10 00:00:00\",\n",
       "                \"2017-03-13 00:00:00\",\n",
       "                \"2017-03-14 00:00:00\",\n",
       "                \"2017-03-15 00:00:00\",\n",
       "                \"2017-03-16 00:00:00\",\n",
       "                \"2017-03-17 00:00:00\",\n",
       "                \"2017-03-20 00:00:00\",\n",
       "                \"2017-03-21 00:00:00\",\n",
       "                \"2017-03-22 00:00:00\",\n",
       "                \"2017-03-23 00:00:00\",\n",
       "                \"2017-03-24 00:00:00\",\n",
       "                \"2017-03-27 00:00:00\",\n",
       "                \"2017-03-28 00:00:00\",\n",
       "                \"2017-03-29 00:00:00\",\n",
       "                \"2017-03-30 00:00:00\",\n",
       "                \"2017-03-31 00:00:00\",\n",
       "                \"2017-04-05 00:00:00\",\n",
       "                \"2017-04-06 00:00:00\",\n",
       "                \"2017-04-07 00:00:00\",\n",
       "                \"2017-04-10 00:00:00\",\n",
       "                \"2017-04-11 00:00:00\",\n",
       "                \"2017-04-12 00:00:00\",\n",
       "                \"2017-04-13 00:00:00\",\n",
       "                \"2017-04-14 00:00:00\",\n",
       "                \"2017-04-17 00:00:00\",\n",
       "                \"2017-04-18 00:00:00\",\n",
       "                \"2017-04-19 00:00:00\",\n",
       "                \"2017-04-20 00:00:00\",\n",
       "                \"2017-04-21 00:00:00\",\n",
       "                \"2017-04-24 00:00:00\",\n",
       "                \"2017-04-25 00:00:00\",\n",
       "                \"2017-04-26 00:00:00\",\n",
       "                \"2017-04-27 00:00:00\",\n",
       "                \"2017-04-28 00:00:00\",\n",
       "                \"2017-05-02 00:00:00\",\n",
       "                \"2017-05-03 00:00:00\",\n",
       "                \"2017-05-04 00:00:00\",\n",
       "                \"2017-05-05 00:00:00\",\n",
       "                \"2017-05-08 00:00:00\",\n",
       "                \"2017-05-09 00:00:00\",\n",
       "                \"2017-05-10 00:00:00\",\n",
       "                \"2017-05-11 00:00:00\",\n",
       "                \"2017-05-12 00:00:00\",\n",
       "                \"2017-05-15 00:00:00\",\n",
       "                \"2017-05-16 00:00:00\",\n",
       "                \"2017-05-17 00:00:00\",\n",
       "                \"2017-05-18 00:00:00\",\n",
       "                \"2017-05-19 00:00:00\",\n",
       "                \"2017-05-22 00:00:00\",\n",
       "                \"2017-05-23 00:00:00\",\n",
       "                \"2017-05-24 00:00:00\",\n",
       "                \"2017-05-25 00:00:00\",\n",
       "                \"2017-05-26 00:00:00\",\n",
       "                \"2017-05-31 00:00:00\",\n",
       "                \"2017-06-01 00:00:00\",\n",
       "                \"2017-06-02 00:00:00\",\n",
       "                \"2017-06-05 00:00:00\",\n",
       "                \"2017-06-06 00:00:00\",\n",
       "                \"2017-06-07 00:00:00\",\n",
       "                \"2017-06-08 00:00:00\",\n",
       "                \"2017-06-09 00:00:00\",\n",
       "                \"2017-06-12 00:00:00\",\n",
       "                \"2017-06-13 00:00:00\",\n",
       "                \"2017-06-14 00:00:00\",\n",
       "                \"2017-06-15 00:00:00\",\n",
       "                \"2017-06-16 00:00:00\",\n",
       "                \"2017-06-19 00:00:00\",\n",
       "                \"2017-06-20 00:00:00\",\n",
       "                \"2017-06-21 00:00:00\",\n",
       "                \"2017-06-22 00:00:00\",\n",
       "                \"2017-06-23 00:00:00\",\n",
       "                \"2017-06-26 00:00:00\",\n",
       "                \"2017-06-27 00:00:00\",\n",
       "                \"2017-06-28 00:00:00\",\n",
       "                \"2017-06-29 00:00:00\",\n",
       "                \"2017-06-30 00:00:00\",\n",
       "                \"2017-07-03 00:00:00\",\n",
       "                \"2017-07-04 00:00:00\",\n",
       "                \"2017-07-05 00:00:00\",\n",
       "                \"2017-07-06 00:00:00\",\n",
       "                \"2017-07-07 00:00:00\",\n",
       "                \"2017-07-10 00:00:00\",\n",
       "                \"2017-07-11 00:00:00\",\n",
       "                \"2017-07-12 00:00:00\",\n",
       "                \"2017-07-13 00:00:00\",\n",
       "                \"2017-07-14 00:00:00\",\n",
       "                \"2017-07-17 00:00:00\",\n",
       "                \"2017-07-18 00:00:00\",\n",
       "                \"2017-07-19 00:00:00\",\n",
       "                \"2017-07-20 00:00:00\",\n",
       "                \"2017-07-21 00:00:00\",\n",
       "                \"2017-07-24 00:00:00\",\n",
       "                \"2017-07-25 00:00:00\",\n",
       "                \"2017-07-26 00:00:00\",\n",
       "                \"2017-07-27 00:00:00\",\n",
       "                \"2017-07-28 00:00:00\",\n",
       "                \"2017-07-31 00:00:00\",\n",
       "                \"2017-08-01 00:00:00\",\n",
       "                \"2017-08-02 00:00:00\",\n",
       "                \"2017-08-03 00:00:00\",\n",
       "                \"2017-08-04 00:00:00\",\n",
       "                \"2017-08-07 00:00:00\",\n",
       "                \"2017-08-08 00:00:00\",\n",
       "                \"2017-08-09 00:00:00\",\n",
       "                \"2017-08-10 00:00:00\",\n",
       "                \"2017-08-11 00:00:00\",\n",
       "                \"2017-08-14 00:00:00\",\n",
       "                \"2017-08-15 00:00:00\",\n",
       "                \"2017-08-16 00:00:00\",\n",
       "                \"2017-08-17 00:00:00\",\n",
       "                \"2017-08-18 00:00:00\",\n",
       "                \"2017-08-21 00:00:00\",\n",
       "                \"2017-08-22 00:00:00\",\n",
       "                \"2017-08-23 00:00:00\",\n",
       "                \"2017-08-24 00:00:00\",\n",
       "                \"2017-08-25 00:00:00\",\n",
       "                \"2017-08-28 00:00:00\",\n",
       "                \"2017-08-29 00:00:00\",\n",
       "                \"2017-08-30 00:00:00\",\n",
       "                \"2017-08-31 00:00:00\",\n",
       "                \"2017-09-01 00:00:00\",\n",
       "                \"2017-09-04 00:00:00\",\n",
       "                \"2017-09-05 00:00:00\",\n",
       "                \"2017-09-06 00:00:00\",\n",
       "                \"2017-09-07 00:00:00\",\n",
       "                \"2017-09-08 00:00:00\",\n",
       "                \"2017-09-11 00:00:00\",\n",
       "                \"2017-09-12 00:00:00\",\n",
       "                \"2017-09-13 00:00:00\",\n",
       "                \"2017-09-14 00:00:00\",\n",
       "                \"2017-09-15 00:00:00\",\n",
       "                \"2017-09-18 00:00:00\",\n",
       "                \"2017-09-19 00:00:00\",\n",
       "                \"2017-09-20 00:00:00\",\n",
       "                \"2017-09-21 00:00:00\",\n",
       "                \"2017-09-22 00:00:00\",\n",
       "                \"2017-09-25 00:00:00\",\n",
       "                \"2017-09-26 00:00:00\",\n",
       "                \"2017-09-27 00:00:00\",\n",
       "                \"2017-09-28 00:00:00\",\n",
       "                \"2017-09-29 00:00:00\",\n",
       "                \"2017-10-09 00:00:00\",\n",
       "                \"2017-10-10 00:00:00\",\n",
       "                \"2017-10-11 00:00:00\",\n",
       "                \"2017-10-12 00:00:00\",\n",
       "                \"2017-10-13 00:00:00\",\n",
       "                \"2017-10-16 00:00:00\",\n",
       "                \"2017-10-17 00:00:00\",\n",
       "                \"2017-10-18 00:00:00\",\n",
       "                \"2017-10-19 00:00:00\",\n",
       "                \"2017-10-20 00:00:00\",\n",
       "                \"2017-10-23 00:00:00\",\n",
       "                \"2017-10-24 00:00:00\",\n",
       "                \"2017-10-25 00:00:00\",\n",
       "                \"2017-10-26 00:00:00\",\n",
       "                \"2017-10-27 00:00:00\",\n",
       "                \"2017-10-30 00:00:00\",\n",
       "                \"2017-10-31 00:00:00\",\n",
       "                \"2017-11-01 00:00:00\",\n",
       "                \"2017-11-02 00:00:00\",\n",
       "                \"2017-11-03 00:00:00\",\n",
       "                \"2017-11-06 00:00:00\",\n",
       "                \"2017-11-07 00:00:00\",\n",
       "                \"2017-11-08 00:00:00\",\n",
       "                \"2017-11-09 00:00:00\",\n",
       "                \"2017-11-10 00:00:00\",\n",
       "                \"2017-11-13 00:00:00\",\n",
       "                \"2017-11-14 00:00:00\",\n",
       "                \"2017-11-15 00:00:00\",\n",
       "                \"2017-11-16 00:00:00\",\n",
       "                \"2017-11-17 00:00:00\",\n",
       "                \"2017-11-20 00:00:00\",\n",
       "                \"2017-11-21 00:00:00\",\n",
       "                \"2017-11-22 00:00:00\",\n",
       "                \"2017-11-23 00:00:00\",\n",
       "                \"2017-11-24 00:00:00\",\n",
       "                \"2017-11-27 00:00:00\",\n",
       "                \"2017-11-28 00:00:00\",\n",
       "                \"2017-11-29 00:00:00\",\n",
       "                \"2017-11-30 00:00:00\",\n",
       "                \"2017-12-01 00:00:00\",\n",
       "                \"2017-12-04 00:00:00\",\n",
       "                \"2017-12-05 00:00:00\",\n",
       "                \"2017-12-06 00:00:00\",\n",
       "                \"2017-12-07 00:00:00\",\n",
       "                \"2017-12-08 00:00:00\",\n",
       "                \"2017-12-11 00:00:00\",\n",
       "                \"2017-12-12 00:00:00\",\n",
       "                \"2017-12-13 00:00:00\",\n",
       "                \"2017-12-14 00:00:00\",\n",
       "                \"2017-12-15 00:00:00\",\n",
       "                \"2017-12-18 00:00:00\",\n",
       "                \"2017-12-19 00:00:00\",\n",
       "                \"2017-12-20 00:00:00\",\n",
       "                \"2017-12-21 00:00:00\",\n",
       "                \"2017-12-22 00:00:00\",\n",
       "                \"2017-12-25 00:00:00\",\n",
       "                \"2017-12-26 00:00:00\",\n",
       "                \"2017-12-27 00:00:00\",\n",
       "                \"2017-12-28 00:00:00\",\n",
       "                \"2017-12-29 00:00:00\",\n",
       "                \"2018-01-02 00:00:00\",\n",
       "                \"2018-01-03 00:00:00\",\n",
       "                \"2018-01-04 00:00:00\",\n",
       "                \"2018-01-05 00:00:00\",\n",
       "                \"2018-01-08 00:00:00\",\n",
       "                \"2018-01-09 00:00:00\",\n",
       "                \"2018-01-10 00:00:00\",\n",
       "                \"2018-01-11 00:00:00\",\n",
       "                \"2018-01-12 00:00:00\",\n",
       "                \"2018-01-15 00:00:00\",\n",
       "                \"2018-01-16 00:00:00\",\n",
       "                \"2018-01-17 00:00:00\",\n",
       "                \"2018-01-18 00:00:00\",\n",
       "                \"2018-01-19 00:00:00\",\n",
       "                \"2018-01-22 00:00:00\",\n",
       "                \"2018-01-23 00:00:00\",\n",
       "                \"2018-01-24 00:00:00\",\n",
       "                \"2018-01-25 00:00:00\",\n",
       "                \"2018-01-26 00:00:00\",\n",
       "                \"2018-01-29 00:00:00\",\n",
       "                \"2018-01-30 00:00:00\",\n",
       "                \"2018-01-31 00:00:00\",\n",
       "                \"2018-02-01 00:00:00\",\n",
       "                \"2018-02-02 00:00:00\",\n",
       "                \"2018-02-05 00:00:00\",\n",
       "                \"2018-02-06 00:00:00\",\n",
       "                \"2018-02-07 00:00:00\",\n",
       "                \"2018-02-08 00:00:00\",\n",
       "                \"2018-02-09 00:00:00\",\n",
       "                \"2018-02-12 00:00:00\",\n",
       "                \"2018-02-13 00:00:00\",\n",
       "                \"2018-02-14 00:00:00\",\n",
       "                \"2018-02-22 00:00:00\",\n",
       "                \"2018-02-23 00:00:00\",\n",
       "                \"2018-02-26 00:00:00\",\n",
       "                \"2018-02-27 00:00:00\",\n",
       "                \"2018-02-28 00:00:00\",\n",
       "                \"2018-03-01 00:00:00\",\n",
       "                \"2018-03-02 00:00:00\",\n",
       "                \"2018-03-05 00:00:00\",\n",
       "                \"2018-03-06 00:00:00\",\n",
       "                \"2018-03-07 00:00:00\",\n",
       "                \"2018-03-08 00:00:00\",\n",
       "                \"2018-03-09 00:00:00\",\n",
       "                \"2018-03-12 00:00:00\",\n",
       "                \"2018-03-13 00:00:00\",\n",
       "                \"2018-03-14 00:00:00\",\n",
       "                \"2018-03-15 00:00:00\",\n",
       "                \"2018-03-16 00:00:00\",\n",
       "                \"2018-03-19 00:00:00\",\n",
       "                \"2018-03-20 00:00:00\",\n",
       "                \"2018-03-21 00:00:00\",\n",
       "                \"2018-03-22 00:00:00\",\n",
       "                \"2018-03-23 00:00:00\",\n",
       "                \"2018-03-26 00:00:00\",\n",
       "                \"2018-03-27 00:00:00\",\n",
       "                \"2018-03-28 00:00:00\",\n",
       "                \"2018-03-29 00:00:00\",\n",
       "                \"2018-03-30 00:00:00\",\n",
       "                \"2018-04-02 00:00:00\",\n",
       "                \"2018-04-03 00:00:00\",\n",
       "                \"2018-04-04 00:00:00\",\n",
       "                \"2018-04-09 00:00:00\",\n",
       "                \"2018-04-10 00:00:00\",\n",
       "                \"2018-04-11 00:00:00\",\n",
       "                \"2018-04-12 00:00:00\",\n",
       "                \"2018-04-13 00:00:00\",\n",
       "                \"2018-04-16 00:00:00\",\n",
       "                \"2018-04-17 00:00:00\",\n",
       "                \"2018-04-18 00:00:00\",\n",
       "                \"2018-04-19 00:00:00\",\n",
       "                \"2018-04-20 00:00:00\",\n",
       "                \"2018-04-23 00:00:00\",\n",
       "                \"2018-04-24 00:00:00\",\n",
       "                \"2018-04-25 00:00:00\",\n",
       "                \"2018-04-26 00:00:00\",\n",
       "                \"2018-04-27 00:00:00\",\n",
       "                \"2018-05-02 00:00:00\",\n",
       "                \"2018-05-03 00:00:00\",\n",
       "                \"2018-05-04 00:00:00\",\n",
       "                \"2018-05-07 00:00:00\",\n",
       "                \"2018-05-08 00:00:00\",\n",
       "                \"2018-05-09 00:00:00\",\n",
       "                \"2018-05-10 00:00:00\",\n",
       "                \"2018-05-11 00:00:00\",\n",
       "                \"2018-05-14 00:00:00\",\n",
       "                \"2018-05-15 00:00:00\",\n",
       "                \"2018-05-16 00:00:00\",\n",
       "                \"2018-05-17 00:00:00\",\n",
       "                \"2018-05-18 00:00:00\",\n",
       "                \"2018-05-21 00:00:00\",\n",
       "                \"2018-05-22 00:00:00\",\n",
       "                \"2018-05-23 00:00:00\",\n",
       "                \"2018-05-24 00:00:00\",\n",
       "                \"2018-05-25 00:00:00\",\n",
       "                \"2018-05-28 00:00:00\",\n",
       "                \"2018-05-29 00:00:00\",\n",
       "                \"2018-05-30 00:00:00\",\n",
       "                \"2018-05-31 00:00:00\",\n",
       "                \"2018-06-01 00:00:00\",\n",
       "                \"2018-06-04 00:00:00\",\n",
       "                \"2018-06-05 00:00:00\",\n",
       "                \"2018-06-06 00:00:00\",\n",
       "                \"2018-06-07 00:00:00\",\n",
       "                \"2018-06-08 00:00:00\",\n",
       "                \"2018-06-11 00:00:00\",\n",
       "                \"2018-06-12 00:00:00\",\n",
       "                \"2018-06-13 00:00:00\",\n",
       "                \"2018-06-14 00:00:00\",\n",
       "                \"2018-06-15 00:00:00\",\n",
       "                \"2018-06-19 00:00:00\",\n",
       "                \"2018-06-20 00:00:00\",\n",
       "                \"2018-06-21 00:00:00\",\n",
       "                \"2018-06-22 00:00:00\",\n",
       "                \"2018-06-25 00:00:00\",\n",
       "                \"2018-06-26 00:00:00\",\n",
       "                \"2018-06-27 00:00:00\",\n",
       "                \"2018-06-28 00:00:00\",\n",
       "                \"2018-06-29 00:00:00\",\n",
       "                \"2018-07-02 00:00:00\",\n",
       "                \"2018-07-03 00:00:00\",\n",
       "                \"2018-07-04 00:00:00\",\n",
       "                \"2018-07-05 00:00:00\",\n",
       "                \"2018-07-06 00:00:00\",\n",
       "                \"2018-07-09 00:00:00\",\n",
       "                \"2018-07-10 00:00:00\",\n",
       "                \"2018-07-11 00:00:00\",\n",
       "                \"2018-07-12 00:00:00\",\n",
       "                \"2018-07-13 00:00:00\",\n",
       "                \"2018-07-16 00:00:00\",\n",
       "                \"2018-07-17 00:00:00\",\n",
       "                \"2018-07-18 00:00:00\",\n",
       "                \"2018-07-19 00:00:00\",\n",
       "                \"2018-07-20 00:00:00\",\n",
       "                \"2018-07-23 00:00:00\",\n",
       "                \"2018-07-24 00:00:00\",\n",
       "                \"2018-07-25 00:00:00\",\n",
       "                \"2018-07-26 00:00:00\",\n",
       "                \"2018-07-27 00:00:00\",\n",
       "                \"2018-07-30 00:00:00\",\n",
       "                \"2018-07-31 00:00:00\",\n",
       "                \"2018-08-01 00:00:00\",\n",
       "                \"2018-08-02 00:00:00\",\n",
       "                \"2018-08-03 00:00:00\",\n",
       "                \"2018-08-06 00:00:00\",\n",
       "                \"2018-08-07 00:00:00\",\n",
       "                \"2018-08-08 00:00:00\",\n",
       "                \"2018-08-09 00:00:00\",\n",
       "                \"2018-08-10 00:00:00\",\n",
       "                \"2018-08-13 00:00:00\",\n",
       "                \"2018-08-14 00:00:00\",\n",
       "                \"2018-08-15 00:00:00\",\n",
       "                \"2018-08-16 00:00:00\",\n",
       "                \"2018-08-17 00:00:00\",\n",
       "                \"2018-08-20 00:00:00\",\n",
       "                \"2018-08-21 00:00:00\",\n",
       "                \"2018-08-22 00:00:00\",\n",
       "                \"2018-08-23 00:00:00\",\n",
       "                \"2018-08-24 00:00:00\",\n",
       "                \"2018-08-27 00:00:00\",\n",
       "                \"2018-08-28 00:00:00\",\n",
       "                \"2018-08-29 00:00:00\",\n",
       "                \"2018-08-30 00:00:00\",\n",
       "                \"2018-08-31 00:00:00\",\n",
       "                \"2018-09-03 00:00:00\",\n",
       "                \"2018-09-04 00:00:00\",\n",
       "                \"2018-09-05 00:00:00\",\n",
       "                \"2018-09-06 00:00:00\",\n",
       "                \"2018-09-07 00:00:00\",\n",
       "                \"2018-09-10 00:00:00\",\n",
       "                \"2018-09-11 00:00:00\",\n",
       "                \"2018-09-12 00:00:00\",\n",
       "                \"2018-09-13 00:00:00\",\n",
       "                \"2018-09-14 00:00:00\",\n",
       "                \"2018-09-17 00:00:00\",\n",
       "                \"2018-09-18 00:00:00\",\n",
       "                \"2018-09-19 00:00:00\",\n",
       "                \"2018-09-20 00:00:00\",\n",
       "                \"2018-09-21 00:00:00\",\n",
       "                \"2018-09-25 00:00:00\",\n",
       "                \"2018-09-26 00:00:00\",\n",
       "                \"2018-09-27 00:00:00\",\n",
       "                \"2018-09-28 00:00:00\",\n",
       "                \"2018-10-08 00:00:00\",\n",
       "                \"2018-10-09 00:00:00\",\n",
       "                \"2018-10-10 00:00:00\",\n",
       "                \"2018-10-11 00:00:00\",\n",
       "                \"2018-10-12 00:00:00\",\n",
       "                \"2018-10-15 00:00:00\",\n",
       "                \"2018-10-16 00:00:00\",\n",
       "                \"2018-10-17 00:00:00\",\n",
       "                \"2018-10-18 00:00:00\",\n",
       "                \"2018-10-19 00:00:00\",\n",
       "                \"2018-10-22 00:00:00\",\n",
       "                \"2018-10-23 00:00:00\",\n",
       "                \"2018-10-24 00:00:00\",\n",
       "                \"2018-10-25 00:00:00\",\n",
       "                \"2018-10-26 00:00:00\",\n",
       "                \"2018-10-29 00:00:00\",\n",
       "                \"2018-10-30 00:00:00\",\n",
       "                \"2018-10-31 00:00:00\",\n",
       "                \"2018-11-01 00:00:00\",\n",
       "                \"2018-11-02 00:00:00\",\n",
       "                \"2018-11-05 00:00:00\",\n",
       "                \"2018-11-06 00:00:00\",\n",
       "                \"2018-11-07 00:00:00\",\n",
       "                \"2018-11-08 00:00:00\",\n",
       "                \"2018-11-09 00:00:00\",\n",
       "                \"2018-11-12 00:00:00\",\n",
       "                \"2018-11-13 00:00:00\",\n",
       "                \"2018-11-14 00:00:00\",\n",
       "                \"2018-11-15 00:00:00\",\n",
       "                \"2018-11-16 00:00:00\",\n",
       "                \"2018-11-19 00:00:00\",\n",
       "                \"2018-11-20 00:00:00\",\n",
       "                \"2018-11-21 00:00:00\",\n",
       "                \"2018-11-22 00:00:00\",\n",
       "                \"2018-11-23 00:00:00\",\n",
       "                \"2018-11-26 00:00:00\",\n",
       "                \"2018-11-27 00:00:00\"\n",
       "            ],\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                },\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"type\": \"category\",\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"boundaryGap\": true\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            },\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"top\": \"auto\",\n",
       "            \"left\": \"auto\"\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"start\": 50,\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"end\": 100\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"inverse\": false,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"scale\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                },\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"type\": \"value\",\n",
       "            \"boundaryGap\": true,\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"splitArea\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"series_id\": 1855311,\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            },\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"data\": [\n",
       "                \"399975\"\n",
       "            ],\n",
       "            \"left\": \"center\"\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"markPoint\": {\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"symbol\": \"pin\",\n",
       "                        \"name\": \"Maximum\",\n",
       "                        \"type\": \"max\",\n",
       "                        \"symbolSize\": 50,\n",
       "                        \"label\": {\n",
       "                            \"normal\": {\n",
       "                                \"textStyle\": {\n",
       "                                    \"color\": \"#fff\"\n",
       "                                }\n",
       "                            }\n",
       "                        }\n",
       "                    },\n",
       "                    {\n",
       "                        \"symbol\": \"pin\",\n",
       "                        \"name\": \"Minimum\",\n",
       "                        \"type\": \"min\",\n",
       "                        \"symbolSize\": 50,\n",
       "                        \"label\": {\n",
       "                            \"normal\": {\n",
       "                                \"textStyle\": {\n",
       "                                    \"color\": \"#fff\"\n",
       "                                }\n",
       "                            }\n",
       "                        }\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"seriesId\": 1855311,\n",
       "            \"name\": \"399975\",\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"data\": [\n",
       "                [\n",
       "                    1518.04,\n",
       "                    1632.28,\n",
       "                    1518.04,\n",
       "                    1659.57\n",
       "                ],\n",
       "                [\n",
       "                    1637.58,\n",
       "                    1604.66,\n",
       "                    1602.0,\n",
       "                    1637.58\n",
       "                ],\n",
       "                [\n",
       "                    1603.09,\n",
       "                    1601.81,\n",
       "                    1582.24,\n",
       "                    1610.02\n",
       "                ],\n",
       "                [\n",
       "                    1619.44,\n",
       "                    1653.2,\n",
       "                    1614.6,\n",
       "                    1681.65\n",
       "                ],\n",
       "                [\n",
       "                    1658.89,\n",
       "                    1700.7,\n",
       "                    1658.89,\n",
       "                    1730.0\n",
       "                ],\n",
       "                [\n",
       "                    1710.75,\n",
       "                    1720.23,\n",
       "                    1667.81,\n",
       "                    1735.71\n",
       "                ],\n",
       "                [\n",
       "                    1722.82,\n",
       "                    1716.63,\n",
       "                    1705.79,\n",
       "                    1746.18\n",
       "                ],\n",
       "                [\n",
       "                    1713.73,\n",
       "                    1561.57,\n",
       "                    1561.08,\n",
       "                    1717.02\n",
       "                ],\n",
       "                [\n",
       "                    1571.14,\n",
       "                    1544.43,\n",
       "                    1516.4,\n",
       "                    1591.32\n",
       "                ],\n",
       "                [\n",
       "                    1545.85,\n",
       "                    1628.47,\n",
       "                    1524.92,\n",
       "                    1650.87\n",
       "                ],\n",
       "                [\n",
       "                    1621.63,\n",
       "                    1622.8,\n",
       "                    1595.51,\n",
       "                    1636.12\n",
       "                ],\n",
       "                [\n",
       "                    1627.73,\n",
       "                    1613.43,\n",
       "                    1604.61,\n",
       "                    1653.87\n",
       "                ],\n",
       "                [\n",
       "                    1616.12,\n",
       "                    1645.17,\n",
       "                    1539.24,\n",
       "                    1658.33\n",
       "                ],\n",
       "                [\n",
       "                    1679.26,\n",
       "                    1637.92,\n",
       "                    1610.2,\n",
       "                    1687.32\n",
       "                ],\n",
       "                [\n",
       "                    1640.19,\n",
       "                    1717.1,\n",
       "                    1626.97,\n",
       "                    1722.04\n",
       "                ],\n",
       "                [\n",
       "                    1730.3,\n",
       "                    1681.95,\n",
       "                    1664.66,\n",
       "                    1734.67\n",
       "                ],\n",
       "                [\n",
       "                    1665.51,\n",
       "                    1662.42,\n",
       "                    1651.48,\n",
       "                    1682.94\n",
       "                ],\n",
       "                [\n",
       "                    1658.97,\n",
       "                    1639.59,\n",
       "                    1627.61,\n",
       "                    1661.39\n",
       "                ],\n",
       "                [\n",
       "                    1647.49,\n",
       "                    1639.83,\n",
       "                    1632.67,\n",
       "                    1666.54\n",
       "                ],\n",
       "                [\n",
       "                    1667.83,\n",
       "                    1604.23,\n",
       "                    1601.46,\n",
       "                    1673.87\n",
       "                ],\n",
       "                [\n",
       "                    1593.45,\n",
       "                    1583.84,\n",
       "                    1566.35,\n",
       "                    1634.43\n",
       "                ],\n",
       "                [\n",
       "                    1587.13,\n",
       "                    1589.9,\n",
       "                    1543.04,\n",
       "                    1596.17\n",
       "                ],\n",
       "                [\n",
       "                    1576.22,\n",
       "                    1508.4,\n",
       "                    1508.29,\n",
       "                    1578.16\n",
       "                ],\n",
       "                [\n",
       "                    1487.18,\n",
       "                    1434.46,\n",
       "                    1434.16,\n",
       "                    1536.65\n",
       "                ],\n",
       "                [\n",
       "                    1441.61,\n",
       "                    1489.43,\n",
       "                    1396.08,\n",
       "                    1492.25\n",
       "                ],\n",
       "                [\n",
       "                    1496.18,\n",
       "                    1489.75,\n",
       "                    1457.48,\n",
       "                    1496.18\n",
       "                ],\n",
       "                [\n",
       "                    1493.68,\n",
       "                    1446.64,\n",
       "                    1439.33,\n",
       "                    1518.43\n",
       "                ],\n",
       "                [\n",
       "                    1414.17,\n",
       "                    1307.03,\n",
       "                    1301.67,\n",
       "                    1470.29\n",
       "                ],\n",
       "                [\n",
       "                    1348.72,\n",
       "                    1214.23,\n",
       "                    1177.96,\n",
       "                    1348.72\n",
       "                ],\n",
       "                [\n",
       "                    1214.13,\n",
       "                    1324.61,\n",
       "                    1159.07,\n",
       "                    1325.17\n",
       "                ],\n",
       "                [\n",
       "                    1307.39,\n",
       "                    1240.97,\n",
       "                    1234.46,\n",
       "                    1343.3\n",
       "                ],\n",
       "                [\n",
       "                    1288.11,\n",
       "                    1234.91,\n",
       "                    1187.51,\n",
       "                    1302.78\n",
       "                ],\n",
       "                [\n",
       "                    1220.66,\n",
       "                    1185.35,\n",
       "                    1138.51,\n",
       "                    1278.49\n",
       "                ],\n",
       "                [\n",
       "                    1299.33,\n",
       "                    1254.7,\n",
       "                    1194.15,\n",
       "                    1299.33\n",
       "                ],\n",
       "                [\n",
       "                    1220.25,\n",
       "                    1188.12,\n",
       "                    1136.22,\n",
       "                    1254.62\n",
       "                ],\n",
       "                [\n",
       "                    1093.9,\n",
       "                    1074.15,\n",
       "                    1073.79,\n",
       "                    1124.14\n",
       "                ],\n",
       "                [\n",
       "                    1050.94,\n",
       "                    1176.8,\n",
       "                    990.25,\n",
       "                    1177.11\n",
       "                ],\n",
       "                [\n",
       "                    1166.3,\n",
       "                    1278.44,\n",
       "                    1157.25,\n",
       "                    1288.59\n",
       "                ],\n",
       "                [\n",
       "                    1261.44,\n",
       "                    1290.61,\n",
       "                    1238.31,\n",
       "                    1335.68\n",
       "                ],\n",
       "                [\n",
       "                    1255.83,\n",
       "                    1209.87,\n",
       "                    1197.48,\n",
       "                    1276.36\n",
       "                ],\n",
       "                [\n",
       "                    1183.72,\n",
       "                    1130.45,\n",
       "                    1112.88,\n",
       "                    1221.47\n",
       "                ],\n",
       "                [\n",
       "                    1126.64,\n",
       "                    1134.46,\n",
       "                    1099.58,\n",
       "                    1167.78\n",
       "                ],\n",
       "                [\n",
       "                    1145.68,\n",
       "                    1190.3,\n",
       "                    1132.15,\n",
       "                    1205.15\n",
       "                ],\n",
       "                [\n",
       "                    1187.12,\n",
       "                    1163.93,\n",
       "                    1153.97,\n",
       "                    1200.2\n",
       "                ],\n",
       "                [\n",
       "                    1148.09,\n",
       "                    1172.47,\n",
       "                    1135.33,\n",
       "                    1199.93\n",
       "                ],\n",
       "                [\n",
       "                    1164.79,\n",
       "                    1152.06,\n",
       "                    1141.92,\n",
       "                    1177.47\n",
       "                ],\n",
       "                [\n",
       "                    1155.49,\n",
       "                    1183.38,\n",
       "                    1155.49,\n",
       "                    1189.32\n",
       "                ],\n",
       "                [\n",
       "                    1186.81,\n",
       "                    1146.14,\n",
       "                    1143.62,\n",
       "                    1190.2\n",
       "                ],\n",
       "                [\n",
       "                    1125.56,\n",
       "                    1032.62,\n",
       "                    1032.59,\n",
       "                    1128.19\n",
       "                ],\n",
       "                [\n",
       "                    999.84,\n",
       "                    1088.0,\n",
       "                    951.91,\n",
       "                    1097.76\n",
       "                ],\n",
       "                [\n",
       "                    1080.51,\n",
       "                    1090.36,\n",
       "                    1052.7,\n",
       "                    1092.39\n",
       "                ],\n",
       "                [\n",
       "                    1082.9,\n",
       "                    1033.81,\n",
       "                    1030.69,\n",
       "                    1100.56\n",
       "                ],\n",
       "                [\n",
       "                    1019.76,\n",
       "                    1038.32,\n",
       "                    1019.76,\n",
       "                    1050.18\n",
       "                ],\n",
       "                [\n",
       "                    1018.34,\n",
       "                    1044.09,\n",
       "                    1016.05,\n",
       "                    1044.3\n",
       "                ],\n",
       "                [\n",
       "                    1044.82,\n",
       "                    1069.96,\n",
       "                    1033.73,\n",
       "                    1071.82\n",
       "                ],\n",
       "                [\n",
       "                    1064.39,\n",
       "                    1037.21,\n",
       "                    1036.28,\n",
       "                    1068.06\n",
       "                ],\n",
       "                [\n",
       "                    1017.96,\n",
       "                    1008.09,\n",
       "                    1007.44,\n",
       "                    1031.94\n",
       "                ],\n",
       "                [\n",
       "                    1013.14,\n",
       "                    1021.99,\n",
       "                    1012.89,\n",
       "                    1036.43\n",
       "                ],\n",
       "                [\n",
       "                    1027.94,\n",
       "                    1095.74,\n",
       "                    1019.13,\n",
       "                    1105.52\n",
       "                ],\n",
       "                [\n",
       "                    1084.78,\n",
       "                    1079.21,\n",
       "                    1075.64,\n",
       "                    1100.37\n",
       "                ],\n",
       "                [\n",
       "                    1064.97,\n",
       "                    1075.14,\n",
       "                    1062.58,\n",
       "                    1107.95\n",
       "                ],\n",
       "                [\n",
       "                    1074.17,\n",
       "                    1087.84,\n",
       "                    1056.35,\n",
       "                    1092.54\n",
       "                ],\n",
       "                [\n",
       "                    1094.98,\n",
       "                    1098.71,\n",
       "                    1084.77,\n",
       "                    1111.5\n",
       "                ],\n",
       "                [\n",
       "                    1091.78,\n",
       "                    1082.43,\n",
       "                    1068.22,\n",
       "                    1093.66\n",
       "                ],\n",
       "                [\n",
       "                    1091.67,\n",
       "                    1007.75,\n",
       "                    1006.28,\n",
       "                    1129.88\n",
       "                ],\n",
       "                [\n",
       "                    988.65,\n",
       "                    1021.68,\n",
       "                    965.25,\n",
       "                    1023.49\n",
       "                ],\n",
       "                [\n",
       "                    1008.23,\n",
       "                    973.96,\n",
       "                    973.88,\n",
       "                    1012.89\n",
       "                ],\n",
       "                [\n",
       "                    959.97,\n",
       "                    900.93,\n",
       "                    898.77,\n",
       "                    977.88\n",
       "                ],\n",
       "                [\n",
       "                    860.74,\n",
       "                    811.94,\n",
       "                    811.94,\n",
       "                    868.55\n",
       "                ],\n",
       "                [\n",
       "                    744.97,\n",
       "                    731.89,\n",
       "                    731.8,\n",
       "                    778.77\n",
       "                ],\n",
       "                [\n",
       "                    730.06,\n",
       "                    704.66,\n",
       "                    690.24,\n",
       "                    770.17\n",
       "                ],\n",
       "                [\n",
       "                    727.31,\n",
       "                    756.64,\n",
       "                    700.29,\n",
       "                    756.81\n",
       "                ],\n",
       "                [\n",
       "                    763.45,\n",
       "                    792.57,\n",
       "                    751.29,\n",
       "                    794.31\n",
       "                ],\n",
       "                [\n",
       "                    780.57,\n",
       "                    772.05,\n",
       "                    733.19,\n",
       "                    780.57\n",
       "                ],\n",
       "                [\n",
       "                    754.85,\n",
       "                    787.65,\n",
       "                    723.99,\n",
       "                    793.72\n",
       "                ],\n",
       "                [\n",
       "                    749.72,\n",
       "                    779.67,\n",
       "                    748.76,\n",
       "                    789.09\n",
       "                ],\n",
       "                [\n",
       "                    777.74,\n",
       "                    765.87,\n",
       "                    764.76,\n",
       "                    804.64\n",
       "                ],\n",
       "                [\n",
       "                    758.52,\n",
       "                    793.51,\n",
       "                    742.12,\n",
       "                    794.13\n",
       "                ],\n",
       "                [\n",
       "                    796.93,\n",
       "                    818.29,\n",
       "                    791.1,\n",
       "                    828.63\n",
       "                ],\n",
       "                [\n",
       "                    801.66,\n",
       "                    795.1,\n",
       "                    789.72,\n",
       "                    809.39\n",
       "                ],\n",
       "                [\n",
       "                    794.26,\n",
       "                    790.66,\n",
       "                    784.9,\n",
       "                    805.86\n",
       "                ],\n",
       "                [\n",
       "                    789.89,\n",
       "                    750.87,\n",
       "                    716.55,\n",
       "                    791.24\n",
       "                ],\n",
       "                [\n",
       "                    730.81,\n",
       "                    713.34,\n",
       "                    704.02,\n",
       "                    747.85\n",
       "                ],\n",
       "                [\n",
       "                    712.67,\n",
       "                    766.81,\n",
       "                    705.75,\n",
       "                    777.87\n",
       "                ],\n",
       "                [\n",
       "                    758.09,\n",
       "                    742.18,\n",
       "                    742.02,\n",
       "                    777.07\n",
       "                ],\n",
       "                [\n",
       "                    750.6,\n",
       "                    746.61,\n",
       "                    740.56,\n",
       "                    756.59\n",
       "                ],\n",
       "                [\n",
       "                    735.44,\n",
       "                    760.18,\n",
       "                    732.2,\n",
       "                    762.88\n",
       "                ],\n",
       "                [\n",
       "                    760.98,\n",
       "                    788.63,\n",
       "                    759.74,\n",
       "                    809.64\n",
       "                ],\n",
       "                [\n",
       "                    772.02,\n",
       "                    758.7,\n",
       "                    758.59,\n",
       "                    779.67\n",
       "                ],\n",
       "                [\n",
       "                    764.62,\n",
       "                    765.37,\n",
       "                    758.19,\n",
       "                    771.89\n",
       "                ],\n",
       "                [\n",
       "                    760.21,\n",
       "                    738.42,\n",
       "                    731.16,\n",
       "                    764.95\n",
       "                ],\n",
       "                [\n",
       "                    737.16,\n",
       "                    747.95,\n",
       "                    729.94,\n",
       "                    748.68\n",
       "                ],\n",
       "                [\n",
       "                    734.77,\n",
       "                    741.47,\n",
       "                    722.34,\n",
       "                    759.13\n",
       "                ],\n",
       "                [\n",
       "                    739.31,\n",
       "                    744.03,\n",
       "                    739.31,\n",
       "                    763.11\n",
       "                ],\n",
       "                [\n",
       "                    793.06,\n",
       "                    775.26,\n",
       "                    774.8,\n",
       "                    793.06\n",
       "                ],\n",
       "                [\n",
       "                    775.12,\n",
       "                    797.69,\n",
       "                    774.21,\n",
       "                    802.74\n",
       "                ],\n",
       "                [\n",
       "                    798.36,\n",
       "                    843.52,\n",
       "                    793.27,\n",
       "                    858.78\n",
       "                ],\n",
       "                [\n",
       "                    830.79,\n",
       "                    837.82,\n",
       "                    828.26,\n",
       "                    844.07\n",
       "                ],\n",
       "                [\n",
       "                    833.61,\n",
       "                    827.9,\n",
       "                    827.9,\n",
       "                    856.28\n",
       "                ],\n",
       "                [\n",
       "                    825.03,\n",
       "                    855.03,\n",
       "                    824.84,\n",
       "                    855.07\n",
       "                ],\n",
       "                [\n",
       "                    865.34,\n",
       "                    873.87,\n",
       "                    860.8,\n",
       "                    885.71\n",
       "                ],\n",
       "                [\n",
       "                    880.65,\n",
       "                    895.56,\n",
       "                    878.61,\n",
       "                    926.42\n",
       "                ],\n",
       "                [\n",
       "                    891.7,\n",
       "                    908.39,\n",
       "                    880.84,\n",
       "                    908.47\n",
       "                ],\n",
       "                [\n",
       "                    909.04,\n",
       "                    858.46,\n",
       "                    837.28,\n",
       "                    910.51\n",
       "                ],\n",
       "                [\n",
       "                    854.38,\n",
       "                    872.87,\n",
       "                    840.15,\n",
       "                    872.9\n",
       "                ],\n",
       "                [\n",
       "                    878.55,\n",
       "                    887.53,\n",
       "                    861.31,\n",
       "                    892.26\n",
       "                ],\n",
       "                [\n",
       "                    911.44,\n",
       "                    906.48,\n",
       "                    898.89,\n",
       "                    939.34\n",
       "                ],\n",
       "                [\n",
       "                    897.38,\n",
       "                    900.01,\n",
       "                    862.54,\n",
       "                    903.47\n",
       "                ],\n",
       "                [\n",
       "                    893.03,\n",
       "                    867.62,\n",
       "                    865.58,\n",
       "                    900.81\n",
       "                ],\n",
       "                [\n",
       "                    875.93,\n",
       "                    867.15,\n",
       "                    861.59,\n",
       "                    878.45\n",
       "                ],\n",
       "                [\n",
       "                    866.02,\n",
       "                    888.57,\n",
       "                    853.34,\n",
       "                    912.54\n",
       "                ],\n",
       "                [\n",
       "                    868.31,\n",
       "                    861.5,\n",
       "                    860.48,\n",
       "                    891.32\n",
       "                ],\n",
       "                [\n",
       "                    864.24,\n",
       "                    864.59,\n",
       "                    856.89,\n",
       "                    875.18\n",
       "                ],\n",
       "                [\n",
       "                    870.14,\n",
       "                    950.95,\n",
       "                    869.31,\n",
       "                    950.95\n",
       "                ],\n",
       "                [\n",
       "                    979.68,\n",
       "                    1024.27,\n",
       "                    979.34,\n",
       "                    1046.19\n",
       "                ],\n",
       "                [\n",
       "                    1015.0,\n",
       "                    1117.86,\n",
       "                    1007.78,\n",
       "                    1125.88\n",
       "                ],\n",
       "                [\n",
       "                    1130.44,\n",
       "                    1104.95,\n",
       "                    1101.78,\n",
       "                    1172.72\n",
       "                ],\n",
       "                [\n",
       "                    1084.77,\n",
       "                    1126.87,\n",
       "                    1083.69,\n",
       "                    1185.9\n",
       "                ],\n",
       "                [\n",
       "                    1114.11,\n",
       "                    1152.89,\n",
       "                    1098.37,\n",
       "                    1172.67\n",
       "                ],\n",
       "                [\n",
       "                    1148.67,\n",
       "                    1127.45,\n",
       "                    1113.45,\n",
       "                    1159.49\n",
       "                ],\n",
       "                [\n",
       "                    1108.91,\n",
       "                    1138.47,\n",
       "                    1108.39,\n",
       "                    1167.05\n",
       "                ],\n",
       "                [\n",
       "                    1101.71,\n",
       "                    1124.47,\n",
       "                    1098.39,\n",
       "                    1125.67\n",
       "                ],\n",
       "                [\n",
       "                    1144.65,\n",
       "                    1135.1,\n",
       "                    1130.55,\n",
       "                    1210.02\n",
       "                ],\n",
       "                [\n",
       "                    1132.15,\n",
       "                    1088.38,\n",
       "                    1079.06,\n",
       "                    1160.69\n",
       "                ],\n",
       "                [\n",
       "                    1088.84,\n",
       "                    1115.22,\n",
       "                    1075.6,\n",
       "                    1115.22\n",
       "                ],\n",
       "                [\n",
       "                    1111.88,\n",
       "                    1094.15,\n",
       "                    1084.11,\n",
       "                    1111.88\n",
       "                ],\n",
       "                [\n",
       "                    1097.13,\n",
       "                    1079.6,\n",
       "                    1074.68,\n",
       "                    1123.88\n",
       "                ],\n",
       "                [\n",
       "                    1074.45,\n",
       "                    1104.1,\n",
       "                    1071.95,\n",
       "                    1117.62\n",
       "                ],\n",
       "                [\n",
       "                    1090.03,\n",
       "                    1109.3,\n",
       "                    1086.87,\n",
       "                    1112.27\n",
       "                ],\n",
       "                [\n",
       "                    1121.24,\n",
       "                    1095.83,\n",
       "                    1095.31,\n",
       "                    1141.27\n",
       "                ],\n",
       "                [\n",
       "                    1074.19,\n",
       "                    1002.45,\n",
       "                    1001.88,\n",
       "                    1078.39\n",
       "                ],\n",
       "                [\n",
       "                    986.03,\n",
       "                    989.36,\n",
       "                    946.77,\n",
       "                    1007.98\n",
       "                ],\n",
       "                [\n",
       "                    982.71,\n",
       "                    986.67,\n",
       "                    971.51,\n",
       "                    997.41\n",
       "                ],\n",
       "                [\n",
       "                    985.61,\n",
       "                    1047.31,\n",
       "                    982.76,\n",
       "                    1055.38\n",
       "                ],\n",
       "                [\n",
       "                    1039.39,\n",
       "                    1048.06,\n",
       "                    1030.93,\n",
       "                    1068.28\n",
       "                ],\n",
       "                [\n",
       "                    1035.05,\n",
       "                    1019.85,\n",
       "                    1013.84,\n",
       "                    1038.89\n",
       "                ],\n",
       "                [\n",
       "                    1015.25,\n",
       "                    1007.5,\n",
       "                    996.55,\n",
       "                    1017.91\n",
       "                ],\n",
       "                [\n",
       "                    999.54,\n",
       "                    990.62,\n",
       "                    988.47,\n",
       "                    1018.8\n",
       "                ],\n",
       "                [\n",
       "                    985.82,\n",
       "                    993.19,\n",
       "                    983.51,\n",
       "                    1007.58\n",
       "                ],\n",
       "                [\n",
       "                    1000.58,\n",
       "                    999.5,\n",
       "                    996.5,\n",
       "                    1044.15\n",
       "                ],\n",
       "                [\n",
       "                    985.91,\n",
       "                    1005.02,\n",
       "                    975.53,\n",
       "                    1024.23\n",
       "                ],\n",
       "                [\n",
       "                    989.04,\n",
       "                    1095.36,\n",
       "                    988.88,\n",
       "                    1095.45\n",
       "                ],\n",
       "                [\n",
       "                    1090.2,\n",
       "                    1061.3,\n",
       "                    1057.76,\n",
       "                    1090.2\n",
       "                ],\n",
       "                [\n",
       "                    1068.69,\n",
       "                    1065.12,\n",
       "                    1058.81,\n",
       "                    1088.75\n",
       "                ],\n",
       "                [\n",
       "                    1078.27,\n",
       "                    1080.63,\n",
       "                    1067.11,\n",
       "                    1101.52\n",
       "                ],\n",
       "                [\n",
       "                    1076.07,\n",
       "                    1069.92,\n",
       "                    1064.14,\n",
       "                    1086.61\n",
       "                ],\n",
       "                [\n",
       "                    1065.42,\n",
       "                    1088.57,\n",
       "                    1064.67,\n",
       "                    1108.79\n",
       "                ],\n",
       "                [\n",
       "                    1089.85,\n",
       "                    1103.66,\n",
       "                    1084.02,\n",
       "                    1110.97\n",
       "                ],\n",
       "                [\n",
       "                    1106.94,\n",
       "                    1125.46,\n",
       "                    1104.25,\n",
       "                    1175.23\n",
       "                ],\n",
       "                [\n",
       "                    1112.0,\n",
       "                    1082.04,\n",
       "                    1063.41,\n",
       "                    1116.57\n",
       "                ],\n",
       "                [\n",
       "                    1083.68,\n",
       "                    1086.47,\n",
       "                    1070.58,\n",
       "                    1095.4\n",
       "                ],\n",
       "                [\n",
       "                    1098.11,\n",
       "                    1041.05,\n",
       "                    1041.03,\n",
       "                    1099.93\n",
       "                ],\n",
       "                [\n",
       "                    1039.89,\n",
       "                    1055.5,\n",
       "                    1039.89,\n",
       "                    1055.62\n",
       "                ],\n",
       "                [\n",
       "                    1055.48,\n",
       "                    1052.76,\n",
       "                    1036.7,\n",
       "                    1058.4\n",
       "                ],\n",
       "                [\n",
       "                    1050.55,\n",
       "                    1038.16,\n",
       "                    1037.88,\n",
       "                    1059.96\n",
       "                ],\n",
       "                [\n",
       "                    1032.57,\n",
       "                    940.97,\n",
       "                    940.75,\n",
       "                    1035.77\n",
       "                ],\n",
       "                [\n",
       "                    903.56,\n",
       "                    941.72,\n",
       "                    898.97,\n",
       "                    956.86\n",
       "                ],\n",
       "                [\n",
       "                    938.99,\n",
       "                    956.84,\n",
       "                    926.24,\n",
       "                    961.15\n",
       "                ],\n",
       "                [\n",
       "                    928.25,\n",
       "                    866.51,\n",
       "                    864.07,\n",
       "                    931.3\n",
       "                ],\n",
       "                [\n",
       "                    890.95,\n",
       "                    889.8,\n",
       "                    841.07,\n",
       "                    926.26\n",
       "                ],\n",
       "                [\n",
       "                    862.33,\n",
       "                    817.41,\n",
       "                    816.63,\n",
       "                    873.12\n",
       "                ],\n",
       "                [\n",
       "                    830.12,\n",
       "                    831.04,\n",
       "                    822.39,\n",
       "                    850.83\n",
       "                ],\n",
       "                [\n",
       "                    839.7,\n",
       "                    824.9,\n",
       "                    823.58,\n",
       "                    851.64\n",
       "                ],\n",
       "                [\n",
       "                    796.43,\n",
       "                    849.72,\n",
       "                    796.43,\n",
       "                    851.14\n",
       "                ],\n",
       "                [\n",
       "                    842.22,\n",
       "                    822.01,\n",
       "                    812.82,\n",
       "                    845.53\n",
       "                ],\n",
       "                [\n",
       "                    805.15,\n",
       "                    825.47,\n",
       "                    805.15,\n",
       "                    837.92\n",
       "                ],\n",
       "                [\n",
       "                    826.49,\n",
       "                    854.49,\n",
       "                    821.91,\n",
       "                    859.65\n",
       "                ],\n",
       "                [\n",
       "                    849.79,\n",
       "                    845.18,\n",
       "                    838.89,\n",
       "                    859.05\n",
       "                ],\n",
       "                [\n",
       "                    834.57,\n",
       "                    807.26,\n",
       "                    807.26,\n",
       "                    856.38\n",
       "                ],\n",
       "                [\n",
       "                    819.2,\n",
       "                    818.61,\n",
       "                    797.14,\n",
       "                    825.52\n",
       "                ],\n",
       "                [\n",
       "                    822.27,\n",
       "                    821.17,\n",
       "                    813.93,\n",
       "                    830.39\n",
       "                ],\n",
       "                [\n",
       "                    809.65,\n",
       "                    747.06,\n",
       "                    745.38,\n",
       "                    812.3\n",
       "                ],\n",
       "                [\n",
       "                    749.64,\n",
       "                    736.55,\n",
       "                    708.54,\n",
       "                    754.81\n",
       "                ],\n",
       "                [\n",
       "                    730.37,\n",
       "                    719.2,\n",
       "                    716.05,\n",
       "                    753.71\n",
       "                ],\n",
       "                [\n",
       "                    723.26,\n",
       "                    761.39,\n",
       "                    722.42,\n",
       "                    767.71\n",
       "                ],\n",
       "                [\n",
       "                    755.83,\n",
       "                    747.69,\n",
       "                    735.33,\n",
       "                    758.14\n",
       "                ],\n",
       "                [\n",
       "                    748.08,\n",
       "                    769.12,\n",
       "                    747.81,\n",
       "                    775.78\n",
       "                ],\n",
       "                [\n",
       "                    758.44,\n",
       "                    764.75,\n",
       "                    751.15,\n",
       "                    767.8\n",
       "                ],\n",
       "                [\n",
       "                    769.573,\n",
       "                    777.055,\n",
       "                    769.573,\n",
       "                    784.951\n",
       "                ],\n",
       "                [\n",
       "                    764.7,\n",
       "                    751.29,\n",
       "                    751.29,\n",
       "                    768.77\n",
       "                ],\n",
       "                [\n",
       "                    724.32,\n",
       "                    739.96,\n",
       "                    724.32,\n",
       "                    744.26\n",
       "                ],\n",
       "                [\n",
       "                    747.8,\n",
       "                    775.83,\n",
       "                    747.8,\n",
       "                    778.27\n",
       "                ],\n",
       "                [\n",
       "                    772.46,\n",
       "                    783.42,\n",
       "                    770.08,\n",
       "                    784.28\n",
       "                ],\n",
       "                [\n",
       "                    791.05,\n",
       "                    782.11,\n",
       "                    781.78,\n",
       "                    809.39\n",
       "                ],\n",
       "                [\n",
       "                    779.65,\n",
       "                    787.47,\n",
       "                    776.86,\n",
       "                    792.3\n",
       "                ],\n",
       "                [\n",
       "                    800.88,\n",
       "                    815.84,\n",
       "                    792.07,\n",
       "                    827.07\n",
       "                ],\n",
       "                [\n",
       "                    815.63,\n",
       "                    801.86,\n",
       "                    791.72,\n",
       "                    815.63\n",
       "                ],\n",
       "                [\n",
       "                    798.01,\n",
       "                    807.79,\n",
       "                    785.03,\n",
       "                    808.35\n",
       "                ],\n",
       "                [\n",
       "                    804.71,\n",
       "                    735.64,\n",
       "                    731.45,\n",
       "                    804.71\n",
       "                ],\n",
       "                [\n",
       "                    744.84,\n",
       "                    742.87,\n",
       "                    726.07,\n",
       "                    750.57\n",
       "                ],\n",
       "                [\n",
       "                    737.62,\n",
       "                    716.98,\n",
       "                    695.84,\n",
       "                    737.72\n",
       "                ],\n",
       "                [\n",
       "                    720.12,\n",
       "                    747.53,\n",
       "                    712.28,\n",
       "                    767.92\n",
       "                ],\n",
       "                [\n",
       "                    749.47,\n",
       "                    794.01,\n",
       "                    747.23,\n",
       "                    796.73\n",
       "                ],\n",
       "                [\n",
       "                    789.44,\n",
       "                    789.45,\n",
       "                    783.18,\n",
       "                    802.47\n",
       "                ],\n",
       "                [\n",
       "                    785.61,\n",
       "                    794.73,\n",
       "                    776.07,\n",
       "                    801.08\n",
       "                ],\n",
       "                [\n",
       "                    803.78,\n",
       "                    799.64,\n",
       "                    794.97,\n",
       "                    812.73\n",
       "                ],\n",
       "                [\n",
       "                    797.22,\n",
       "                    799.66,\n",
       "                    763.17,\n",
       "                    799.66\n",
       "                ],\n",
       "                [\n",
       "                    779.29,\n",
       "                    789.0,\n",
       "                    773.08,\n",
       "                    792.5\n",
       "                ],\n",
       "                [\n",
       "                    783.29,\n",
       "                    763.46,\n",
       "                    763.34,\n",
       "                    789.7\n",
       "                ],\n",
       "                [\n",
       "                    753.78,\n",
       "                    774.67,\n",
       "                    753.06,\n",
       "                    782.83\n",
       "                ],\n",
       "                [\n",
       "                    783.16,\n",
       "                    794.08,\n",
       "                    779.57,\n",
       "                    815.16\n",
       "                ],\n",
       "                [\n",
       "                    790.53,\n",
       "                    788.99,\n",
       "                    776.93,\n",
       "                    792.76\n",
       "                ],\n",
       "                [\n",
       "                    788.26,\n",
       "                    791.85,\n",
       "                    787.81,\n",
       "                    800.22\n",
       "                ],\n",
       "                [\n",
       "                    795.9,\n",
       "                    814.12,\n",
       "                    789.71,\n",
       "                    824.15\n",
       "                ],\n",
       "                [\n",
       "                    818.28,\n",
       "                    842.84,\n",
       "                    816.11,\n",
       "                    854.06\n",
       "                ],\n",
       "                [\n",
       "                    873.29,\n",
       "                    926.75,\n",
       "                    873.05,\n",
       "                    927.11\n",
       "                ],\n",
       "                [\n",
       "                    913.89,\n",
       "                    899.43,\n",
       "                    892.85,\n",
       "                    921.98\n",
       "                ],\n",
       "                [\n",
       "                    892.1,\n",
       "                    914.92,\n",
       "                    885.44,\n",
       "                    919.21\n",
       "                ],\n",
       "                [\n",
       "                    895.66,\n",
       "                    872.8,\n",
       "                    872.77,\n",
       "                    899.46\n",
       "                ],\n",
       "                [\n",
       "                    870.32,\n",
       "                    882.05,\n",
       "                    869.79,\n",
       "                    885.5\n",
       "                ],\n",
       "                [\n",
       "                    882.82,\n",
       "                    861.08,\n",
       "                    858.88,\n",
       "                    892.35\n",
       "                ],\n",
       "                [\n",
       "                    862.71,\n",
       "                    857.37,\n",
       "                    845.87,\n",
       "                    872.24\n",
       "                ],\n",
       "                [\n",
       "                    871.33,\n",
       "                    885.94,\n",
       "                    871.0,\n",
       "                    888.83\n",
       "                ],\n",
       "                [\n",
       "                    891.5,\n",
       "                    888.63,\n",
       "                    882.0,\n",
       "                    911.48\n",
       "                ],\n",
       "                [\n",
       "                    883.94,\n",
       "                    883.09,\n",
       "                    864.63,\n",
       "                    890.94\n",
       "                ],\n",
       "                [\n",
       "                    879.68,\n",
       "                    899.78,\n",
       "                    878.98,\n",
       "                    911.18\n",
       "                ],\n",
       "                [\n",
       "                    894.06,\n",
       "                    893.82,\n",
       "                    883.95,\n",
       "                    903.29\n",
       "                ],\n",
       "                [\n",
       "                    897.95,\n",
       "                    872.43,\n",
       "                    871.94,\n",
       "                    900.68\n",
       "                ],\n",
       "                [\n",
       "                    863.32,\n",
       "                    856.04,\n",
       "                    846.22,\n",
       "                    864.65\n",
       "                ],\n",
       "                [\n",
       "                    889.73,\n",
       "                    880.81,\n",
       "                    880.6,\n",
       "                    900.31\n",
       "                ],\n",
       "                [\n",
       "                    877.07,\n",
       "                    878.2,\n",
       "                    867.08,\n",
       "                    882.34\n",
       "                ],\n",
       "                [\n",
       "                    886.36,\n",
       "                    901.78,\n",
       "                    886.36,\n",
       "                    920.98\n",
       "                ],\n",
       "                [\n",
       "                    906.791,\n",
       "                    907.178,\n",
       "                    896.238,\n",
       "                    909.94\n",
       "                ],\n",
       "                [\n",
       "                    906.414,\n",
       "                    902.538,\n",
       "                    896.918,\n",
       "                    908.556\n",
       "                ],\n",
       "                [\n",
       "                    892.04,\n",
       "                    880.804,\n",
       "                    877.998,\n",
       "                    892.04\n",
       "                ],\n",
       "                [\n",
       "                    887.0,\n",
       "                    887.501,\n",
       "                    877.406,\n",
       "                    889.713\n",
       "                ],\n",
       "                [\n",
       "                    887.683,\n",
       "                    872.003,\n",
       "                    838.401,\n",
       "                    888.97\n",
       "                ],\n",
       "                [\n",
       "                    858.606,\n",
       "                    859.406,\n",
       "                    856.081,\n",
       "                    876.372\n",
       "                ],\n",
       "                [\n",
       "                    851.391,\n",
       "                    865.798,\n",
       "                    850.709,\n",
       "                    867.151\n",
       "                ],\n",
       "                [\n",
       "                    860.528,\n",
       "                    853.12,\n",
       "                    845.36,\n",
       "                    860.528\n",
       "                ],\n",
       "                [\n",
       "                    853.548,\n",
       "                    861.892,\n",
       "                    849.038,\n",
       "                    865.501\n",
       "                ],\n",
       "                [\n",
       "                    860.982,\n",
       "                    850.613,\n",
       "                    850.063,\n",
       "                    863.057\n",
       "                ],\n",
       "                [\n",
       "                    851.942,\n",
       "                    846.714,\n",
       "                    837.128,\n",
       "                    854.02\n",
       "                ],\n",
       "                [\n",
       "                    841.451,\n",
       "                    841.965,\n",
       "                    840.461,\n",
       "                    846.722\n",
       "                ],\n",
       "                [\n",
       "                    842.124,\n",
       "                    861.529,\n",
       "                    840.157,\n",
       "                    868.023\n",
       "                ],\n",
       "                [\n",
       "                    856.084,\n",
       "                    857.081,\n",
       "                    853.148,\n",
       "                    861.389\n",
       "                ],\n",
       "                [\n",
       "                    853.851,\n",
       "                    857.816,\n",
       "                    852.45,\n",
       "                    859.979\n",
       "                ],\n",
       "                [\n",
       "                    858.735,\n",
       "                    824.316,\n",
       "                    824.316,\n",
       "                    861.091\n",
       "                ],\n",
       "                [\n",
       "                    815.9,\n",
       "                    798.238,\n",
       "                    792.885,\n",
       "                    815.923\n",
       "                ],\n",
       "                [\n",
       "                    793.577,\n",
       "                    795.947,\n",
       "                    790.913,\n",
       "                    802.787\n",
       "                ],\n",
       "                [\n",
       "                    801.024,\n",
       "                    791.936,\n",
       "                    789.976,\n",
       "                    802.715\n",
       "                ],\n",
       "                [\n",
       "                    783.679,\n",
       "                    797.243,\n",
       "                    775.903,\n",
       "                    799.17\n",
       "                ],\n",
       "                [\n",
       "                    794.341,\n",
       "                    790.889,\n",
       "                    786.738,\n",
       "                    801.426\n",
       "                ],\n",
       "                [\n",
       "                    786.317,\n",
       "                    796.229,\n",
       "                    782.23,\n",
       "                    796.36\n",
       "                ],\n",
       "                [\n",
       "                    797.269,\n",
       "                    798.314,\n",
       "                    788.435,\n",
       "                    808.129\n",
       "                ],\n",
       "                [\n",
       "                    791.027,\n",
       "                    800.004,\n",
       "                    783.352,\n",
       "                    802.046\n",
       "                ],\n",
       "                [\n",
       "                    795.221,\n",
       "                    795.56,\n",
       "                    793.292,\n",
       "                    803.831\n",
       "                ],\n",
       "                [\n",
       "                    789.362,\n",
       "                    805.337,\n",
       "                    786.987,\n",
       "                    805.441\n",
       "                ],\n",
       "                [\n",
       "                    804.792,\n",
       "                    807.376,\n",
       "                    802.892,\n",
       "                    815.131\n",
       "                ],\n",
       "                [\n",
       "                    805.305,\n",
       "                    797.891,\n",
       "                    796.035,\n",
       "                    805.305\n",
       "                ],\n",
       "                [\n",
       "                    804.391,\n",
       "                    799.075,\n",
       "                    798.971,\n",
       "                    812.63\n",
       "                ],\n",
       "                [\n",
       "                    798.084,\n",
       "                    802.974,\n",
       "                    789.216,\n",
       "                    804.972\n",
       "                ],\n",
       "                [\n",
       "                    801.342,\n",
       "                    799.021,\n",
       "                    796.125,\n",
       "                    804.701\n",
       "                ],\n",
       "                [\n",
       "                    796.688,\n",
       "                    803.022,\n",
       "                    790.449,\n",
       "                    807.171\n",
       "                ],\n",
       "                [\n",
       "                    803.709,\n",
       "                    863.957,\n",
       "                    803.709,\n",
       "                    865.79\n",
       "                ],\n",
       "                [\n",
       "                    866.078,\n",
       "                    852.553,\n",
       "                    852.5,\n",
       "                    872.998\n",
       "                ],\n",
       "                [\n",
       "                    851.971,\n",
       "                    858.438,\n",
       "                    849.055,\n",
       "                    861.302\n",
       "                ],\n",
       "                [\n",
       "                    858.84,\n",
       "                    859.14,\n",
       "                    849.618,\n",
       "                    872.358\n",
       "                ],\n",
       "                [\n",
       "                    859.142,\n",
       "                    852.059,\n",
       "                    849.971,\n",
       "                    861.373\n",
       "                ],\n",
       "                [\n",
       "                    854.166,\n",
       "                    856.359,\n",
       "                    854.166,\n",
       "                    864.239\n",
       "                ],\n",
       "                [\n",
       "                    853.938,\n",
       "                    850.464,\n",
       "                    843.41,\n",
       "                    856.266\n",
       "                ],\n",
       "                [\n",
       "                    837.12,\n",
       "                    809.671,\n",
       "                    809.506,\n",
       "                    845.132\n",
       "                ],\n",
       "                [\n",
       "                    806.703,\n",
       "                    818.2,\n",
       "                    804.353,\n",
       "                    819.351\n",
       "                ],\n",
       "                [\n",
       "                    803.105,\n",
       "                    830.835,\n",
       "                    802.46,\n",
       "                    844.19\n",
       "                ],\n",
       "                [\n",
       "                    826.304,\n",
       "                    818.925,\n",
       "                    817.485,\n",
       "                    828.878\n",
       "                ],\n",
       "                [\n",
       "                    820.102,\n",
       "                    823.92,\n",
       "                    819.531,\n",
       "                    836.863\n",
       "                ],\n",
       "                [\n",
       "                    825.181,\n",
       "                    825.888,\n",
       "                    817.684,\n",
       "                    827.797\n",
       "                ],\n",
       "                [\n",
       "                    832.87,\n",
       "                    834.366,\n",
       "                    831.211,\n",
       "                    869.343\n",
       "                ],\n",
       "                [\n",
       "                    829.505,\n",
       "                    850.079,\n",
       "                    828.495,\n",
       "                    850.148\n",
       "                ],\n",
       "                [\n",
       "                    848.58,\n",
       "                    846.108,\n",
       "                    836.201,\n",
       "                    849.26\n",
       "                ],\n",
       "                [\n",
       "                    843.525,\n",
       "                    831.355,\n",
       "                    814.067,\n",
       "                    854.765\n",
       "                ],\n",
       "                [\n",
       "                    827.537,\n",
       "                    849.401,\n",
       "                    827.473,\n",
       "                    849.584\n",
       "                ],\n",
       "                [\n",
       "                    844.512,\n",
       "                    863.771,\n",
       "                    841.342,\n",
       "                    870.967\n",
       "                ],\n",
       "                [\n",
       "                    865.524,\n",
       "                    860.939,\n",
       "                    859.918,\n",
       "                    872.607\n",
       "                ],\n",
       "                [\n",
       "                    864.213,\n",
       "                    863.882,\n",
       "                    862.618,\n",
       "                    873.071\n",
       "                ],\n",
       "                [\n",
       "                    867.135,\n",
       "                    859.899,\n",
       "                    857.796,\n",
       "                    872.149\n",
       "                ],\n",
       "                [\n",
       "                    853.118,\n",
       "                    886.152,\n",
       "                    851.506,\n",
       "                    895.777\n",
       "                ],\n",
       "                [\n",
       "                    883.137,\n",
       "                    885.062,\n",
       "                    881.458,\n",
       "                    893.173\n",
       "                ],\n",
       "                [\n",
       "                    882.765,\n",
       "                    882.289,\n",
       "                    874.72,\n",
       "                    887.243\n",
       "                ],\n",
       "                [\n",
       "                    882.014,\n",
       "                    883.561,\n",
       "                    870.345,\n",
       "                    890.466\n",
       "                ],\n",
       "                [\n",
       "                    882.341,\n",
       "                    885.702,\n",
       "                    880.744,\n",
       "                    894.4\n",
       "                ],\n",
       "                [\n",
       "                    885.761,\n",
       "                    882.525,\n",
       "                    882.474,\n",
       "                    902.737\n",
       "                ],\n",
       "                [\n",
       "                    881.94,\n",
       "                    905.695,\n",
       "                    878.003,\n",
       "                    906.272\n",
       "                ],\n",
       "                [\n",
       "                    909.114,\n",
       "                    908.786,\n",
       "                    904.925,\n",
       "                    928.967\n",
       "                ],\n",
       "                [\n",
       "                    905.754,\n",
       "                    909.277,\n",
       "                    903.371,\n",
       "                    913.149\n",
       "                ],\n",
       "                [\n",
       "                    908.034,\n",
       "                    896.424,\n",
       "                    893.401,\n",
       "                    908.916\n",
       "                ],\n",
       "                [\n",
       "                    889.654,\n",
       "                    875.75,\n",
       "                    873.933,\n",
       "                    889.654\n",
       "                ],\n",
       "                [\n",
       "                    876.544,\n",
       "                    883.853,\n",
       "                    872.975,\n",
       "                    885.637\n",
       "                ],\n",
       "                [\n",
       "                    882.68,\n",
       "                    878.42,\n",
       "                    878.09,\n",
       "                    886.63\n",
       "                ],\n",
       "                [\n",
       "                    879.225,\n",
       "                    886.005,\n",
       "                    879.225,\n",
       "                    895.631\n",
       "                ],\n",
       "                [\n",
       "                    884.14,\n",
       "                    877.739,\n",
       "                    876.138,\n",
       "                    885.017\n",
       "                ],\n",
       "                [\n",
       "                    876.771,\n",
       "                    876.122,\n",
       "                    872.661,\n",
       "                    882.382\n",
       "                ],\n",
       "                [\n",
       "                    875.831,\n",
       "                    889.099,\n",
       "                    875.696,\n",
       "                    889.27\n",
       "                ],\n",
       "                [\n",
       "                    888.73,\n",
       "                    867.59,\n",
       "                    843.89,\n",
       "                    889.85\n",
       "                ],\n",
       "                [\n",
       "                    861.23,\n",
       "                    850.5,\n",
       "                    842.15,\n",
       "                    861.66\n",
       "                ],\n",
       "                [\n",
       "                    850.994,\n",
       "                    844.846,\n",
       "                    843.147,\n",
       "                    853.768\n",
       "                ],\n",
       "                [\n",
       "                    843.512,\n",
       "                    837.564,\n",
       "                    831.153,\n",
       "                    846.802\n",
       "                ],\n",
       "                [\n",
       "                    838.494,\n",
       "                    840.978,\n",
       "                    835.123,\n",
       "                    841.415\n",
       "                ],\n",
       "                [\n",
       "                    838.509,\n",
       "                    839.405,\n",
       "                    836.327,\n",
       "                    842.248\n",
       "                ],\n",
       "                [\n",
       "                    838.81,\n",
       "                    842.095,\n",
       "                    833.296,\n",
       "                    842.451\n",
       "                ],\n",
       "                [\n",
       "                    840.085,\n",
       "                    842.855,\n",
       "                    836.748,\n",
       "                    852.381\n",
       "                ],\n",
       "                [\n",
       "                    841.312,\n",
       "                    849.573,\n",
       "                    834.343,\n",
       "                    849.65\n",
       "                ],\n",
       "                [\n",
       "                    848.789,\n",
       "                    856.088,\n",
       "                    847.269,\n",
       "                    857.361\n",
       "                ],\n",
       "                [\n",
       "                    856.299,\n",
       "                    851.933,\n",
       "                    850.808,\n",
       "                    861.639\n",
       "                ],\n",
       "                [\n",
       "                    853.055,\n",
       "                    856.187,\n",
       "                    852.974,\n",
       "                    868.6\n",
       "                ],\n",
       "                [\n",
       "                    853.135,\n",
       "                    877.214,\n",
       "                    852.316,\n",
       "                    877.214\n",
       "                ],\n",
       "                [\n",
       "                    880.32,\n",
       "                    926.133,\n",
       "                    877.869,\n",
       "                    951.833\n",
       "                ],\n",
       "                [\n",
       "                    920.96,\n",
       "                    915.626,\n",
       "                    913.242,\n",
       "                    929.502\n",
       "                ],\n",
       "                [\n",
       "                    921.203,\n",
       "                    910.289,\n",
       "                    905.342,\n",
       "                    933.419\n",
       "                ],\n",
       "                [\n",
       "                    905.39,\n",
       "                    902.218,\n",
       "                    896.369,\n",
       "                    915.122\n",
       "                ],\n",
       "                [\n",
       "                    897.648,\n",
       "                    898.417,\n",
       "                    892.298,\n",
       "                    900.928\n",
       "                ],\n",
       "                [\n",
       "                    896.442,\n",
       "                    883.39,\n",
       "                    883.253,\n",
       "                    900.252\n",
       "                ],\n",
       "                [\n",
       "                    884.179,\n",
       "                    887.198,\n",
       "                    879.937,\n",
       "                    892.562\n",
       "                ],\n",
       "                [\n",
       "                    885.58,\n",
       "                    878.882,\n",
       "                    876.173,\n",
       "                    888.447\n",
       "                ],\n",
       "                [\n",
       "                    877.343,\n",
       "                    883.577,\n",
       "                    873.972,\n",
       "                    887.733\n",
       "                ],\n",
       "                [\n",
       "                    883.57,\n",
       "                    879.26,\n",
       "                    877.78,\n",
       "                    886.89\n",
       "                ],\n",
       "                [\n",
       "                    878.826,\n",
       "                    879.773,\n",
       "                    875.116,\n",
       "                    881.859\n",
       "                ],\n",
       "                [\n",
       "                    881.045,\n",
       "                    884.497,\n",
       "                    878.795,\n",
       "                    889.52\n",
       "                ],\n",
       "                [\n",
       "                    884.209,\n",
       "                    890.213,\n",
       "                    880.492,\n",
       "                    894.808\n",
       "                ],\n",
       "                [\n",
       "                    889.305,\n",
       "                    876.233,\n",
       "                    875.444,\n",
       "                    890.491\n",
       "                ],\n",
       "                [\n",
       "                    873.479,\n",
       "                    882.853,\n",
       "                    873.463,\n",
       "                    890.642\n",
       "                ],\n",
       "                [\n",
       "                    884.921,\n",
       "                    884.792,\n",
       "                    881.797,\n",
       "                    895.278\n",
       "                ],\n",
       "                [\n",
       "                    883.068,\n",
       "                    887.69,\n",
       "                    873.087,\n",
       "                    890.09\n",
       "                ],\n",
       "                [\n",
       "                    887.421,\n",
       "                    885.659,\n",
       "                    884.222,\n",
       "                    892.61\n",
       "                ],\n",
       "                [\n",
       "                    884.336,\n",
       "                    883.997,\n",
       "                    880.827,\n",
       "                    886.791\n",
       "                ],\n",
       "                [\n",
       "                    884.01,\n",
       "                    878.34,\n",
       "                    878.27,\n",
       "                    888.194\n",
       "                ],\n",
       "                [\n",
       "                    861.907,\n",
       "                    858.945,\n",
       "                    848.848,\n",
       "                    862.664\n",
       "                ],\n",
       "                [\n",
       "                    859.413,\n",
       "                    855.985,\n",
       "                    851.202,\n",
       "                    860.277\n",
       "                ],\n",
       "                [\n",
       "                    850.399,\n",
       "                    848.05,\n",
       "                    846.1,\n",
       "                    853.346\n",
       "                ],\n",
       "                [\n",
       "                    848.582,\n",
       "                    851.282,\n",
       "                    848.582,\n",
       "                    852.474\n",
       "                ],\n",
       "                [\n",
       "                    851.933,\n",
       "                    849.748,\n",
       "                    847.634,\n",
       "                    852.159\n",
       "                ],\n",
       "                [\n",
       "                    849.786,\n",
       "                    855.7,\n",
       "                    848.757,\n",
       "                    861.393\n",
       "                ],\n",
       "                [\n",
       "                    861.67,\n",
       "                    856.492,\n",
       "                    856.151,\n",
       "                    862.274\n",
       "                ],\n",
       "                [\n",
       "                    857.645,\n",
       "                    851.026,\n",
       "                    850.988,\n",
       "                    858.629\n",
       "                ],\n",
       "                [\n",
       "                    848.949,\n",
       "                    836.342,\n",
       "                    836.25,\n",
       "                    848.949\n",
       "                ],\n",
       "                [\n",
       "                    835.115,\n",
       "                    844.939,\n",
       "                    835.115,\n",
       "                    845.128\n",
       "                ],\n",
       "                [\n",
       "                    844.391,\n",
       "                    841.495,\n",
       "                    840.685,\n",
       "                    845.063\n",
       "                ],\n",
       "                [\n",
       "                    844.276,\n",
       "                    850.114,\n",
       "                    843.226,\n",
       "                    859.081\n",
       "                ],\n",
       "                [\n",
       "                    847.241,\n",
       "                    851.423,\n",
       "                    847.003,\n",
       "                    853.136\n",
       "                ],\n",
       "                [\n",
       "                    858.325,\n",
       "                    864.282,\n",
       "                    853.831,\n",
       "                    865.912\n",
       "                ],\n",
       "                [\n",
       "                    865.602,\n",
       "                    866.559,\n",
       "                    861.662,\n",
       "                    869.122\n",
       "                ],\n",
       "                [\n",
       "                    864.052,\n",
       "                    863.083,\n",
       "                    860.773,\n",
       "                    866.88\n",
       "                ],\n",
       "                [\n",
       "                    862.524,\n",
       "                    864.422,\n",
       "                    860.14,\n",
       "                    868.351\n",
       "                ],\n",
       "                [\n",
       "                    863.12,\n",
       "                    862.908,\n",
       "                    856.897,\n",
       "                    864.487\n",
       "                ],\n",
       "                [\n",
       "                    863.509,\n",
       "                    850.244,\n",
       "                    850.244,\n",
       "                    865.025\n",
       "                ],\n",
       "                [\n",
       "                    850.055,\n",
       "                    871.366,\n",
       "                    850.055,\n",
       "                    871.97\n",
       "                ],\n",
       "                [\n",
       "                    871.01,\n",
       "                    865.341,\n",
       "                    863.447,\n",
       "                    872.552\n",
       "                ],\n",
       "                [\n",
       "                    866.699,\n",
       "                    864.012,\n",
       "                    863.194,\n",
       "                    868.649\n",
       "                ],\n",
       "                [\n",
       "                    863.221,\n",
       "                    869.312,\n",
       "                    862.99,\n",
       "                    877.817\n",
       "                ],\n",
       "                [\n",
       "                    868.663,\n",
       "                    888.479,\n",
       "                    867.186,\n",
       "                    903.359\n",
       "                ],\n",
       "                [\n",
       "                    885.482,\n",
       "                    884.04,\n",
       "                    879.714,\n",
       "                    888.848\n",
       "                ],\n",
       "                [\n",
       "                    884.061,\n",
       "                    881.396,\n",
       "                    879.574,\n",
       "                    889.842\n",
       "                ],\n",
       "                [\n",
       "                    880.374,\n",
       "                    881.966,\n",
       "                    877.514,\n",
       "                    883.844\n",
       "                ],\n",
       "                [\n",
       "                    888.703,\n",
       "                    887.807,\n",
       "                    887.024,\n",
       "                    913.0\n",
       "                ],\n",
       "                [\n",
       "                    881.42,\n",
       "                    888.178,\n",
       "                    872.826,\n",
       "                    892.535\n",
       "                ],\n",
       "                [\n",
       "                    887.36,\n",
       "                    896.259,\n",
       "                    886.709,\n",
       "                    900.094\n",
       "                ],\n",
       "                [\n",
       "                    893.226,\n",
       "                    892.296,\n",
       "                    891.697,\n",
       "                    907.271\n",
       "                ],\n",
       "                [\n",
       "                    889.29,\n",
       "                    912.778,\n",
       "                    888.596,\n",
       "                    928.636\n",
       "                ],\n",
       "                [\n",
       "                    911.651,\n",
       "                    909.915,\n",
       "                    906.25,\n",
       "                    920.01\n",
       "                ],\n",
       "                [\n",
       "                    911.22,\n",
       "                    912.39,\n",
       "                    908.296,\n",
       "                    916.252\n",
       "                ],\n",
       "                [\n",
       "                    920.837,\n",
       "                    912.678,\n",
       "                    910.303,\n",
       "                    925.241\n",
       "                ],\n",
       "                [\n",
       "                    912.004,\n",
       "                    899.485,\n",
       "                    892.18,\n",
       "                    912.028\n",
       "                ],\n",
       "                [\n",
       "                    910.77,\n",
       "                    916.85,\n",
       "                    910.28,\n",
       "                    924.96\n",
       "                ],\n",
       "                [\n",
       "                    920.487,\n",
       "                    947.805,\n",
       "                    915.447,\n",
       "                    954.018\n",
       "                ],\n",
       "                [\n",
       "                    942.188,\n",
       "                    955.331,\n",
       "                    940.28,\n",
       "                    977.924\n",
       "                ],\n",
       "                [\n",
       "                    952.476,\n",
       "                    948.771,\n",
       "                    942.548,\n",
       "                    958.841\n",
       "                ],\n",
       "                [\n",
       "                    952.301,\n",
       "                    950.484,\n",
       "                    942.05,\n",
       "                    954.478\n",
       "                ],\n",
       "                [\n",
       "                    947.246,\n",
       "                    951.132,\n",
       "                    938.554,\n",
       "                    953.92\n",
       "                ],\n",
       "                [\n",
       "                    944.529,\n",
       "                    933.473,\n",
       "                    930.821,\n",
       "                    946.72\n",
       "                ],\n",
       "                [\n",
       "                    929.58,\n",
       "                    936.603,\n",
       "                    928.452,\n",
       "                    946.744\n",
       "                ],\n",
       "                [\n",
       "                    938.888,\n",
       "                    946.735,\n",
       "                    938.79,\n",
       "                    952.147\n",
       "                ],\n",
       "                [\n",
       "                    948.745,\n",
       "                    938.404,\n",
       "                    936.653,\n",
       "                    952.486\n",
       "                ],\n",
       "                [\n",
       "                    937.173,\n",
       "                    947.366,\n",
       "                    936.987,\n",
       "                    961.91\n",
       "                ],\n",
       "                [\n",
       "                    946.772,\n",
       "                    952.602,\n",
       "                    930.126,\n",
       "                    952.602\n",
       "                ],\n",
       "                [\n",
       "                    961.093,\n",
       "                    946.743,\n",
       "                    945.044,\n",
       "                    962.575\n",
       "                ],\n",
       "                [\n",
       "                    941.888,\n",
       "                    949.218,\n",
       "                    934.942,\n",
       "                    957.908\n",
       "                ],\n",
       "                [\n",
       "                    945.5,\n",
       "                    941.829,\n",
       "                    937.052,\n",
       "                    958.703\n",
       "                ],\n",
       "                [\n",
       "                    939.971,\n",
       "                    950.103,\n",
       "                    939.02,\n",
       "                    951.347\n",
       "                ],\n",
       "                [\n",
       "                    949.443,\n",
       "                    932.801,\n",
       "                    928.499,\n",
       "                    949.443\n",
       "                ],\n",
       "                [\n",
       "                    917.859,\n",
       "                    899.492,\n",
       "                    897.674,\n",
       "                    922.78\n",
       "                ],\n",
       "                [\n",
       "                    899.323,\n",
       "                    896.219,\n",
       "                    896.023,\n",
       "                    903.677\n",
       "                ],\n",
       "                [\n",
       "                    896.248,\n",
       "                    902.226,\n",
       "                    893.448,\n",
       "                    902.45\n",
       "                ],\n",
       "                [\n",
       "                    902.991,\n",
       "                    891.577,\n",
       "                    891.359,\n",
       "                    903.677\n",
       "                ],\n",
       "                [\n",
       "                    890.836,\n",
       "                    894.693,\n",
       "                    890.134,\n",
       "                    901.183\n",
       "                ],\n",
       "                [\n",
       "                    893.978,\n",
       "                    869.531,\n",
       "                    862.669,\n",
       "                    894.472\n",
       "                ],\n",
       "                [\n",
       "                    865.885,\n",
       "                    870.141,\n",
       "                    863.368,\n",
       "                    874.828\n",
       "                ],\n",
       "                [\n",
       "                    870.549,\n",
       "                    857.5,\n",
       "                    857.243,\n",
       "                    870.549\n",
       "                ],\n",
       "                [\n",
       "                    854.309,\n",
       "                    854.482,\n",
       "                    850.859,\n",
       "                    863.707\n",
       "                ],\n",
       "                [\n",
       "                    855.479,\n",
       "                    853.706,\n",
       "                    851.535,\n",
       "                    858.844\n",
       "                ],\n",
       "                [\n",
       "                    851.99,\n",
       "                    846.588,\n",
       "                    845.006,\n",
       "                    852.017\n",
       "                ],\n",
       "                [\n",
       "                    846.358,\n",
       "                    847.469,\n",
       "                    841.074,\n",
       "                    848.58\n",
       "                ],\n",
       "                [\n",
       "                    849.378,\n",
       "                    853.122,\n",
       "                    849.364,\n",
       "                    858.816\n",
       "                ],\n",
       "                [\n",
       "                    852.076,\n",
       "                    848.595,\n",
       "                    844.757,\n",
       "                    852.154\n",
       "                ],\n",
       "                [\n",
       "                    847.833,\n",
       "                    838.754,\n",
       "                    836.898,\n",
       "                    847.845\n",
       "                ],\n",
       "                [\n",
       "                    833.132,\n",
       "                    846.987,\n",
       "                    828.26,\n",
       "                    848.528\n",
       "                ],\n",
       "                [\n",
       "                    845.37,\n",
       "                    843.33,\n",
       "                    842.801,\n",
       "                    849.122\n",
       "                ],\n",
       "                [\n",
       "                    843.021,\n",
       "                    840.216,\n",
       "                    837.406,\n",
       "                    845.556\n",
       "                ],\n",
       "                [\n",
       "                    839.229,\n",
       "                    837.652,\n",
       "                    837.074,\n",
       "                    843.771\n",
       "                ],\n",
       "                [\n",
       "                    837.812,\n",
       "                    843.297,\n",
       "                    836.136,\n",
       "                    843.857\n",
       "                ],\n",
       "                [\n",
       "                    843.955,\n",
       "                    851.022,\n",
       "                    843.955,\n",
       "                    853.613\n",
       "                ],\n",
       "                [\n",
       "                    850.513,\n",
       "                    854.631,\n",
       "                    848.005,\n",
       "                    855.337\n",
       "                ],\n",
       "                [\n",
       "                    854.957,\n",
       "                    850.102,\n",
       "                    849.799,\n",
       "                    855.327\n",
       "                ],\n",
       "                [\n",
       "                    850.278,\n",
       "                    841.115,\n",
       "                    840.951,\n",
       "                    850.399\n",
       "                ],\n",
       "                [\n",
       "                    840.793,\n",
       "                    843.944,\n",
       "                    839.667,\n",
       "                    846.002\n",
       "                ],\n",
       "                [\n",
       "                    843.794,\n",
       "                    845.042,\n",
       "                    841.953,\n",
       "                    848.825\n",
       "                ],\n",
       "                [\n",
       "                    843.96,\n",
       "                    841.906,\n",
       "                    841.906,\n",
       "                    849.303\n",
       "                ],\n",
       "                [\n",
       "                    841.6,\n",
       "                    842.171,\n",
       "                    841.563,\n",
       "                    849.097\n",
       "                ],\n",
       "                [\n",
       "                    841.733,\n",
       "                    844.33,\n",
       "                    836.411,\n",
       "                    849.205\n",
       "                ],\n",
       "                [\n",
       "                    841.231,\n",
       "                    842.958,\n",
       "                    826.03,\n",
       "                    845.566\n",
       "                ],\n",
       "                [\n",
       "                    837.232,\n",
       "                    838.389,\n",
       "                    828.544,\n",
       "                    839.599\n",
       "                ],\n",
       "                [\n",
       "                    837.353,\n",
       "                    838.098,\n",
       "                    834.436,\n",
       "                    844.196\n",
       "                ],\n",
       "                [\n",
       "                    835.702,\n",
       "                    838.25,\n",
       "                    835.368,\n",
       "                    843.501\n",
       "                ],\n",
       "                [\n",
       "                    836.045,\n",
       "                    845.108,\n",
       "                    836.045,\n",
       "                    846.062\n",
       "                ],\n",
       "                [\n",
       "                    845.144,\n",
       "                    845.582,\n",
       "                    844.601,\n",
       "                    851.319\n",
       "                ],\n",
       "                [\n",
       "                    845.647,\n",
       "                    840.151,\n",
       "                    839.753,\n",
       "                    846.577\n",
       "                ],\n",
       "                [\n",
       "                    839.821,\n",
       "                    841.132,\n",
       "                    838.617,\n",
       "                    841.981\n",
       "                ],\n",
       "                [\n",
       "                    842.735,\n",
       "                    845.012,\n",
       "                    842.697,\n",
       "                    848.343\n",
       "                ],\n",
       "                [\n",
       "                    846.43,\n",
       "                    838.344,\n",
       "                    838.105,\n",
       "                    846.812\n",
       "                ],\n",
       "                [\n",
       "                    839.836,\n",
       "                    839.0,\n",
       "                    835.672,\n",
       "                    841.525\n",
       "                ],\n",
       "                [\n",
       "                    838.248,\n",
       "                    834.174,\n",
       "                    831.573,\n",
       "                    838.523\n",
       "                ],\n",
       "                [\n",
       "                    833.804,\n",
       "                    848.814,\n",
       "                    828.973,\n",
       "                    850.094\n",
       "                ],\n",
       "                [\n",
       "                    846.014,\n",
       "                    848.482,\n",
       "                    845.198,\n",
       "                    854.417\n",
       "                ],\n",
       "                [\n",
       "                    848.996,\n",
       "                    852.758,\n",
       "                    846.212,\n",
       "                    857.362\n",
       "                ],\n",
       "                [\n",
       "                    852.713,\n",
       "                    857.497,\n",
       "                    852.713,\n",
       "                    862.646\n",
       "                ],\n",
       "                [\n",
       "                    860.148,\n",
       "                    856.253,\n",
       "                    854.794,\n",
       "                    862.129\n",
       "                ],\n",
       "                [\n",
       "                    855.736,\n",
       "                    850.492,\n",
       "                    849.83,\n",
       "                    861.71\n",
       "                ],\n",
       "                [\n",
       "                    850.036,\n",
       "                    858.231,\n",
       "                    847.91,\n",
       "                    860.524\n",
       "                ],\n",
       "                [\n",
       "                    862.788,\n",
       "                    858.94,\n",
       "                    857.942,\n",
       "                    883.297\n",
       "                ],\n",
       "                [\n",
       "                    855.794,\n",
       "                    866.333,\n",
       "                    853.291,\n",
       "                    866.594\n",
       "                ],\n",
       "                [\n",
       "                    867.065,\n",
       "                    869.893,\n",
       "                    865.68,\n",
       "                    879.084\n",
       "                ],\n",
       "                [\n",
       "                    868.753,\n",
       "                    867.751,\n",
       "                    862.601,\n",
       "                    869.4\n",
       "                ],\n",
       "                [\n",
       "                    867.263,\n",
       "                    858.653,\n",
       "                    856.104,\n",
       "                    867.858\n",
       "                ],\n",
       "                [\n",
       "                    858.073,\n",
       "                    860.611,\n",
       "                    856.175,\n",
       "                    862.203\n",
       "                ],\n",
       "                [\n",
       "                    858.98,\n",
       "                    851.42,\n",
       "                    850.16,\n",
       "                    859.73\n",
       "                ],\n",
       "                [\n",
       "                    850.863,\n",
       "                    852.492,\n",
       "                    850.091,\n",
       "                    856.463\n",
       "                ],\n",
       "                [\n",
       "                    852.409,\n",
       "                    851.336,\n",
       "                    850.559,\n",
       "                    856.519\n",
       "                ],\n",
       "                [\n",
       "                    853.882,\n",
       "                    849.582,\n",
       "                    849.124,\n",
       "                    862.479\n",
       "                ],\n",
       "                [\n",
       "                    845.509,\n",
       "                    843.104,\n",
       "                    840.31,\n",
       "                    845.94\n",
       "                ],\n",
       "                [\n",
       "                    842.242,\n",
       "                    850.565,\n",
       "                    841.318,\n",
       "                    850.594\n",
       "                ],\n",
       "                [\n",
       "                    849.662,\n",
       "                    850.174,\n",
       "                    846.345,\n",
       "                    850.964\n",
       "                ],\n",
       "                [\n",
       "                    850.076,\n",
       "                    846.309,\n",
       "                    844.497,\n",
       "                    850.163\n",
       "                ],\n",
       "                [\n",
       "                    845.349,\n",
       "                    841.946,\n",
       "                    836.02,\n",
       "                    845.549\n",
       "                ],\n",
       "                [\n",
       "                    840.655,\n",
       "                    838.021,\n",
       "                    837.846,\n",
       "                    844.042\n",
       "                ],\n",
       "                [\n",
       "                    836.927,\n",
       "                    842.198,\n",
       "                    831.776,\n",
       "                    842.222\n",
       "                ],\n",
       "                [\n",
       "                    841.899,\n",
       "                    840.52,\n",
       "                    838.703,\n",
       "                    844.59\n",
       "                ],\n",
       "                [\n",
       "                    840.353,\n",
       "                    840.421,\n",
       "                    838.458,\n",
       "                    841.607\n",
       "                ],\n",
       "                [\n",
       "                    842.79,\n",
       "                    857.661,\n",
       "                    842.79,\n",
       "                    857.661\n",
       "                ],\n",
       "                [\n",
       "                    858.983,\n",
       "                    841.079,\n",
       "                    840.181,\n",
       "                    860.292\n",
       "                ],\n",
       "                [\n",
       "                    839.477,\n",
       "                    836.306,\n",
       "                    830.993,\n",
       "                    840.471\n",
       "                ],\n",
       "                [\n",
       "                    835.995,\n",
       "                    830.767,\n",
       "                    829.568,\n",
       "                    837.273\n",
       "                ],\n",
       "                [\n",
       "                    827.348,\n",
       "                    819.965,\n",
       "                    819.729,\n",
       "                    828.582\n",
       "                ],\n",
       "                [\n",
       "                    820.761,\n",
       "                    822.565,\n",
       "                    817.01,\n",
       "                    827.617\n",
       "                ],\n",
       "                [\n",
       "                    822.302,\n",
       "                    832.834,\n",
       "                    818.884,\n",
       "                    836.047\n",
       "                ],\n",
       "                [\n",
       "                    832.107,\n",
       "                    830.155,\n",
       "                    829.503,\n",
       "                    836.875\n",
       "                ],\n",
       "                [\n",
       "                    830.485,\n",
       "                    825.808,\n",
       "                    825.291,\n",
       "                    831.055\n",
       "                ],\n",
       "                [\n",
       "                    824.121,\n",
       "                    816.93,\n",
       "                    816.695,\n",
       "                    826.839\n",
       "                ],\n",
       "                [\n",
       "                    816.042,\n",
       "                    814.132,\n",
       "                    811.172,\n",
       "                    820.345\n",
       "                ],\n",
       "                [\n",
       "                    814.269,\n",
       "                    813.236,\n",
       "                    809.917,\n",
       "                    815.58\n",
       "                ],\n",
       "                [\n",
       "                    813.342,\n",
       "                    827.414,\n",
       "                    813.342,\n",
       "                    828.394\n",
       "                ],\n",
       "                [\n",
       "                    826.812,\n",
       "                    825.472,\n",
       "                    823.59,\n",
       "                    829.468\n",
       "                ],\n",
       "                [\n",
       "                    825.046,\n",
       "                    826.335,\n",
       "                    822.58,\n",
       "                    828.636\n",
       "                ],\n",
       "                [\n",
       "                    825.732,\n",
       "                    819.129,\n",
       "                    818.624,\n",
       "                    827.976\n",
       "                ],\n",
       "                [\n",
       "                    817.469,\n",
       "                    822.233,\n",
       "                    807.821,\n",
       "                    822.354\n",
       "                ],\n",
       "                [\n",
       "                    823.863,\n",
       "                    826.78,\n",
       "                    820.621,\n",
       "                    834.763\n",
       "                ],\n",
       "                [\n",
       "                    823.562,\n",
       "                    822.2,\n",
       "                    821.3,\n",
       "                    825.31\n",
       "                ],\n",
       "                [\n",
       "                    821.417,\n",
       "                    814.023,\n",
       "                    810.067,\n",
       "                    821.664\n",
       "                ],\n",
       "                [\n",
       "                    810.23,\n",
       "                    814.181,\n",
       "                    804.775,\n",
       "                    815.774\n",
       "                ],\n",
       "                [\n",
       "                    812.202,\n",
       "                    802.834,\n",
       "                    802.702,\n",
       "                    812.74\n",
       "                ],\n",
       "                [\n",
       "                    800.567,\n",
       "                    799.643,\n",
       "                    792.245,\n",
       "                    801.061\n",
       "                ],\n",
       "                [\n",
       "                    798.042,\n",
       "                    797.044,\n",
       "                    789.911,\n",
       "                    800.472\n",
       "                ],\n",
       "                [\n",
       "                    796.537,\n",
       "                    803.522,\n",
       "                    794.745,\n",
       "                    803.697\n",
       "                ],\n",
       "                [\n",
       "                    800.759,\n",
       "                    803.765,\n",
       "                    790.197,\n",
       "                    804.034\n",
       "                ],\n",
       "                [\n",
       "                    801.008,\n",
       "                    796.067,\n",
       "                    795.538,\n",
       "                    803.634\n",
       "                ],\n",
       "                [\n",
       "                    796.48,\n",
       "                    798.594,\n",
       "                    793.332,\n",
       "                    806.388\n",
       "                ],\n",
       "                [\n",
       "                    796.849,\n",
       "                    798.823,\n",
       "                    789.488,\n",
       "                    799.576\n",
       "                ],\n",
       "                [\n",
       "                    798.596,\n",
       "                    799.791,\n",
       "                    793.685,\n",
       "                    799.806\n",
       "                ],\n",
       "                [\n",
       "                    798.448,\n",
       "                    791.329,\n",
       "                    790.832,\n",
       "                    798.458\n",
       "                ],\n",
       "                [\n",
       "                    790.912,\n",
       "                    786.443,\n",
       "                    783.149,\n",
       "                    793.034\n",
       "                ],\n",
       "                [\n",
       "                    783.401,\n",
       "                    780.576,\n",
       "                    778.995,\n",
       "                    786.149\n",
       "                ],\n",
       "                [\n",
       "                    776.235,\n",
       "                    768.363,\n",
       "                    758.842,\n",
       "                    776.235\n",
       "                ],\n",
       "                [\n",
       "                    761.913,\n",
       "                    766.383,\n",
       "                    753.231,\n",
       "                    768.646\n",
       "                ],\n",
       "                [\n",
       "                    762.455,\n",
       "                    763.623,\n",
       "                    760.982,\n",
       "                    767.726\n",
       "                ],\n",
       "                [\n",
       "                    763.651,\n",
       "                    757.678,\n",
       "                    756.188,\n",
       "                    764.476\n",
       "                ],\n",
       "                [\n",
       "                    752.472,\n",
       "                    760.023,\n",
       "                    749.056,\n",
       "                    761.802\n",
       "                ],\n",
       "                [\n",
       "                    758.589,\n",
       "                    765.31,\n",
       "                    757.737,\n",
       "                    772.234\n",
       "                ],\n",
       "                [\n",
       "                    765.322,\n",
       "                    770.272,\n",
       "                    764.588,\n",
       "                    774.368\n",
       "                ],\n",
       "                [\n",
       "                    768.885,\n",
       "                    773.203,\n",
       "                    763.061,\n",
       "                    773.203\n",
       "                ],\n",
       "                [\n",
       "                    772.76,\n",
       "                    772.307,\n",
       "                    771.063,\n",
       "                    783.237\n",
       "                ],\n",
       "                [\n",
       "                    766.697,\n",
       "                    763.304,\n",
       "                    761.64,\n",
       "                    769.926\n",
       "                ],\n",
       "                [\n",
       "                    762.223,\n",
       "                    761.413,\n",
       "                    760.423,\n",
       "                    765.339\n",
       "                ],\n",
       "                [\n",
       "                    758.619,\n",
       "                    753.005,\n",
       "                    745.531,\n",
       "                    758.659\n",
       "                ],\n",
       "                [\n",
       "                    750.19,\n",
       "                    754.513,\n",
       "                    746.67,\n",
       "                    754.739\n",
       "                ],\n",
       "                [\n",
       "                    750.345,\n",
       "                    758.006,\n",
       "                    748.948,\n",
       "                    758.074\n",
       "                ],\n",
       "                [\n",
       "                    754.074,\n",
       "                    786.163,\n",
       "                    753.675,\n",
       "                    789.866\n",
       "                ],\n",
       "                [\n",
       "                    781.597,\n",
       "                    784.885,\n",
       "                    781.206,\n",
       "                    791.832\n",
       "                ],\n",
       "                [\n",
       "                    791.476,\n",
       "                    791.082,\n",
       "                    784.834,\n",
       "                    798.014\n",
       "                ],\n",
       "                [\n",
       "                    788.132,\n",
       "                    787.553,\n",
       "                    784.564,\n",
       "                    793.778\n",
       "                ],\n",
       "                [\n",
       "                    786.077,\n",
       "                    785.381,\n",
       "                    779.61,\n",
       "                    788.104\n",
       "                ],\n",
       "                [\n",
       "                    784.345,\n",
       "                    782.982,\n",
       "                    779.881,\n",
       "                    785.982\n",
       "                ],\n",
       "                [\n",
       "                    782.457,\n",
       "                    784.641,\n",
       "                    781.029,\n",
       "                    786.434\n",
       "                ],\n",
       "                [\n",
       "                    784.322,\n",
       "                    791.82,\n",
       "                    783.339,\n",
       "                    793.558\n",
       "                ],\n",
       "                [\n",
       "                    791.262,\n",
       "                    790.997,\n",
       "                    788.278,\n",
       "                    793.769\n",
       "                ],\n",
       "                [\n",
       "                    790.544,\n",
       "                    787.49,\n",
       "                    784.413,\n",
       "                    796.584\n",
       "                ],\n",
       "                [\n",
       "                    784.782,\n",
       "                    778.375,\n",
       "                    776.244,\n",
       "                    787.889\n",
       "                ],\n",
       "                [\n",
       "                    777.122,\n",
       "                    782.268,\n",
       "                    775.717,\n",
       "                    784.979\n",
       "                ],\n",
       "                [\n",
       "                    782.28,\n",
       "                    782.748,\n",
       "                    778.444,\n",
       "                    785.084\n",
       "                ],\n",
       "                [\n",
       "                    781.791,\n",
       "                    790.841,\n",
       "                    781.791,\n",
       "                    793.809\n",
       "                ],\n",
       "                [\n",
       "                    790.601,\n",
       "                    787.501,\n",
       "                    787.134,\n",
       "                    793.963\n",
       "                ],\n",
       "                [\n",
       "                    786.731,\n",
       "                    802.919,\n",
       "                    786.731,\n",
       "                    804.292\n",
       "                ],\n",
       "                [\n",
       "                    804.065,\n",
       "                    802.092,\n",
       "                    798.195,\n",
       "                    805.165\n",
       "                ],\n",
       "                [\n",
       "                    811.919,\n",
       "                    801.823,\n",
       "                    798.436,\n",
       "                    815.65\n",
       "                ],\n",
       "                [\n",
       "                    799.573,\n",
       "                    802.427,\n",
       "                    799.118,\n",
       "                    814.711\n",
       "                ],\n",
       "                [\n",
       "                    798.969,\n",
       "                    799.809,\n",
       "                    790.483,\n",
       "                    800.839\n",
       "                ],\n",
       "                [\n",
       "                    799.289,\n",
       "                    811.769,\n",
       "                    799.077,\n",
       "                    812.674\n",
       "                ],\n",
       "                [\n",
       "                    811.263,\n",
       "                    808.299,\n",
       "                    806.594,\n",
       "                    812.616\n",
       "                ],\n",
       "                [\n",
       "                    806.526,\n",
       "                    805.488,\n",
       "                    804.671,\n",
       "                    810.691\n",
       "                ],\n",
       "                [\n",
       "                    805.194,\n",
       "                    804.547,\n",
       "                    802.479,\n",
       "                    808.644\n",
       "                ],\n",
       "                [\n",
       "                    802.136,\n",
       "                    803.887,\n",
       "                    797.107,\n",
       "                    804.111\n",
       "                ],\n",
       "                [\n",
       "                    803.229,\n",
       "                    800.248,\n",
       "                    795.652,\n",
       "                    803.574\n",
       "                ],\n",
       "                [\n",
       "                    798.822,\n",
       "                    794.044,\n",
       "                    793.34,\n",
       "                    799.138\n",
       "                ],\n",
       "                [\n",
       "                    793.282,\n",
       "                    798.077,\n",
       "                    791.86,\n",
       "                    798.143\n",
       "                ],\n",
       "                [\n",
       "                    797.469,\n",
       "                    795.278,\n",
       "                    790.672,\n",
       "                    798.831\n",
       "                ],\n",
       "                [\n",
       "                    793.4,\n",
       "                    806.159,\n",
       "                    788.611,\n",
       "                    809.025\n",
       "                ],\n",
       "                [\n",
       "                    803.854,\n",
       "                    812.756,\n",
       "                    802.59,\n",
       "                    822.351\n",
       "                ],\n",
       "                [\n",
       "                    812.913,\n",
       "                    814.316,\n",
       "                    812.913,\n",
       "                    826.034\n",
       "                ],\n",
       "                [\n",
       "                    815.425,\n",
       "                    810.992,\n",
       "                    807.133,\n",
       "                    820.458\n",
       "                ],\n",
       "                [\n",
       "                    811.784,\n",
       "                    826.658,\n",
       "                    810.336,\n",
       "                    826.895\n",
       "                ],\n",
       "                [\n",
       "                    826.131,\n",
       "                    825.579,\n",
       "                    821.841,\n",
       "                    831.497\n",
       "                ],\n",
       "                [\n",
       "                    825.569,\n",
       "                    801.439,\n",
       "                    801.32,\n",
       "                    830.075\n",
       "                ],\n",
       "                [\n",
       "                    798.134,\n",
       "                    796.091,\n",
       "                    788.037,\n",
       "                    801.756\n",
       "                ],\n",
       "                [\n",
       "                    794.398,\n",
       "                    845.196,\n",
       "                    791.285,\n",
       "                    845.327\n",
       "                ],\n",
       "                [\n",
       "                    844.953,\n",
       "                    841.823,\n",
       "                    837.695,\n",
       "                    849.109\n",
       "                ],\n",
       "                [\n",
       "                    837.26,\n",
       "                    833.593,\n",
       "                    830.578,\n",
       "                    845.007\n",
       "                ],\n",
       "                [\n",
       "                    830.982,\n",
       "                    833.871,\n",
       "                    830.982,\n",
       "                    841.862\n",
       "                ],\n",
       "                [\n",
       "                    833.438,\n",
       "                    824.526,\n",
       "                    823.365,\n",
       "                    834.938\n",
       "                ],\n",
       "                [\n",
       "                    825.847,\n",
       "                    830.405,\n",
       "                    821.34,\n",
       "                    831.363\n",
       "                ],\n",
       "                [\n",
       "                    827.451,\n",
       "                    834.032,\n",
       "                    816.003,\n",
       "                    838.848\n",
       "                ],\n",
       "                [\n",
       "                    830.378,\n",
       "                    826.879,\n",
       "                    826.218,\n",
       "                    832.944\n",
       "                ],\n",
       "                [\n",
       "                    824.564,\n",
       "                    832.901,\n",
       "                    820.62,\n",
       "                    838.161\n",
       "                ],\n",
       "                [\n",
       "                    833.039,\n",
       "                    841.759,\n",
       "                    832.878,\n",
       "                    850.443\n",
       "                ],\n",
       "                [\n",
       "                    841.715,\n",
       "                    847.983,\n",
       "                    839.099,\n",
       "                    857.803\n",
       "                ],\n",
       "                [\n",
       "                    845.092,\n",
       "                    842.534,\n",
       "                    839.688,\n",
       "                    851.847\n",
       "                ],\n",
       "                [\n",
       "                    841.18,\n",
       "                    844.298,\n",
       "                    838.361,\n",
       "                    858.964\n",
       "                ],\n",
       "                [\n",
       "                    839.869,\n",
       "                    834.778,\n",
       "                    831.129,\n",
       "                    842.287\n",
       "                ],\n",
       "                [\n",
       "                    832.818,\n",
       "                    837.424,\n",
       "                    825.742,\n",
       "                    842.474\n",
       "                ],\n",
       "                [\n",
       "                    834.044,\n",
       "                    826.304,\n",
       "                    825.187,\n",
       "                    834.057\n",
       "                ],\n",
       "                [\n",
       "                    824.812,\n",
       "                    827.112,\n",
       "                    818.802,\n",
       "                    835.755\n",
       "                ],\n",
       "                [\n",
       "                    820.765,\n",
       "                    803.57,\n",
       "                    803.51,\n",
       "                    821.193\n",
       "                ],\n",
       "                [\n",
       "                    805.486,\n",
       "                    818.828,\n",
       "                    804.23,\n",
       "                    820.088\n",
       "                ],\n",
       "                [\n",
       "                    818.287,\n",
       "                    814.805,\n",
       "                    812.0,\n",
       "                    822.104\n",
       "                ],\n",
       "                [\n",
       "                    813.824,\n",
       "                    816.084,\n",
       "                    811.509,\n",
       "                    820.492\n",
       "                ],\n",
       "                [\n",
       "                    814.786,\n",
       "                    823.49,\n",
       "                    814.758,\n",
       "                    823.613\n",
       "                ],\n",
       "                [\n",
       "                    817.183,\n",
       "                    812.253,\n",
       "                    811.748,\n",
       "                    818.03\n",
       "                ],\n",
       "                [\n",
       "                    813.021,\n",
       "                    817.69,\n",
       "                    812.674,\n",
       "                    817.928\n",
       "                ],\n",
       "                [\n",
       "                    817.643,\n",
       "                    815.885,\n",
       "                    811.933,\n",
       "                    821.743\n",
       "                ],\n",
       "                [\n",
       "                    815.974,\n",
       "                    823.71,\n",
       "                    813.59,\n",
       "                    831.821\n",
       "                ],\n",
       "                [\n",
       "                    821.804,\n",
       "                    810.479,\n",
       "                    810.457,\n",
       "                    823.493\n",
       "                ],\n",
       "                [\n",
       "                    809.799,\n",
       "                    832.267,\n",
       "                    809.799,\n",
       "                    834.808\n",
       "                ],\n",
       "                [\n",
       "                    840.73,\n",
       "                    881.133,\n",
       "                    840.73,\n",
       "                    888.649\n",
       "                ],\n",
       "                [\n",
       "                    878.661,\n",
       "                    871.869,\n",
       "                    870.461,\n",
       "                    883.097\n",
       "                ],\n",
       "                [\n",
       "                    871.821,\n",
       "                    874.119,\n",
       "                    871.821,\n",
       "                    894.079\n",
       "                ],\n",
       "                [\n",
       "                    873.13,\n",
       "                    883.399,\n",
       "                    873.13,\n",
       "                    885.622\n",
       "                ],\n",
       "                [\n",
       "                    883.862,\n",
       "                    888.936,\n",
       "                    882.855,\n",
       "                    892.74\n",
       "                ],\n",
       "                [\n",
       "                    886.507,\n",
       "                    885.643,\n",
       "                    879.224,\n",
       "                    891.829\n",
       "                ],\n",
       "                [\n",
       "                    885.781,\n",
       "                    882.31,\n",
       "                    881.631,\n",
       "                    891.85\n",
       "                ],\n",
       "                [\n",
       "                    878.608,\n",
       "                    879.349,\n",
       "                    871.204,\n",
       "                    882.807\n",
       "                ],\n",
       "                [\n",
       "                    880.149,\n",
       "                    868.539,\n",
       "                    868.329,\n",
       "                    886.787\n",
       "                ],\n",
       "                [\n",
       "                    869.773,\n",
       "                    864.888,\n",
       "                    861.826,\n",
       "                    871.682\n",
       "                ],\n",
       "                [\n",
       "                    862.66,\n",
       "                    866.69,\n",
       "                    860.67,\n",
       "                    872.59\n",
       "                ],\n",
       "                [\n",
       "                    868.479,\n",
       "                    875.723,\n",
       "                    868.479,\n",
       "                    887.246\n",
       "                ],\n",
       "                [\n",
       "                    875.305,\n",
       "                    872.259,\n",
       "                    868.759,\n",
       "                    877.755\n",
       "                ],\n",
       "                [\n",
       "                    871.863,\n",
       "                    869.482,\n",
       "                    867.973,\n",
       "                    882.121\n",
       "                ],\n",
       "                [\n",
       "                    867.693,\n",
       "                    871.496,\n",
       "                    863.696,\n",
       "                    877.017\n",
       "                ],\n",
       "                [\n",
       "                    873.544,\n",
       "                    881.979,\n",
       "                    873.535,\n",
       "                    887.057\n",
       "                ],\n",
       "                [\n",
       "                    883.067,\n",
       "                    869.201,\n",
       "                    865.904,\n",
       "                    883.284\n",
       "                ],\n",
       "                [\n",
       "                    868.451,\n",
       "                    870.429,\n",
       "                    865.505,\n",
       "                    872.46\n",
       "                ],\n",
       "                [\n",
       "                    870.343,\n",
       "                    868.319,\n",
       "                    868.195,\n",
       "                    882.236\n",
       "                ],\n",
       "                [\n",
       "                    865.194,\n",
       "                    866.977,\n",
       "                    855.875,\n",
       "                    868.773\n",
       "                ],\n",
       "                [\n",
       "                    863.738,\n",
       "                    861.133,\n",
       "                    856.518,\n",
       "                    864.298\n",
       "                ],\n",
       "                [\n",
       "                    859.449,\n",
       "                    860.492,\n",
       "                    857.487,\n",
       "                    862.841\n",
       "                ],\n",
       "                [\n",
       "                    859.936,\n",
       "                    858.48,\n",
       "                    858.01,\n",
       "                    863.585\n",
       "                ],\n",
       "                [\n",
       "                    857.729,\n",
       "                    856.233,\n",
       "                    855.392,\n",
       "                    859.07\n",
       "                ],\n",
       "                [\n",
       "                    857.57,\n",
       "                    865.768,\n",
       "                    857.57,\n",
       "                    871.68\n",
       "                ],\n",
       "                [\n",
       "                    884.695,\n",
       "                    865.848,\n",
       "                    865.373,\n",
       "                    888.044\n",
       "                ],\n",
       "                [\n",
       "                    865.328,\n",
       "                    865.977,\n",
       "                    857.217,\n",
       "                    869.11\n",
       "                ],\n",
       "                [\n",
       "                    865.42,\n",
       "                    861.769,\n",
       "                    860.945,\n",
       "                    866.506\n",
       "                ],\n",
       "                [\n",
       "                    861.753,\n",
       "                    857.605,\n",
       "                    855.015,\n",
       "                    864.567\n",
       "                ],\n",
       "                [\n",
       "                    858.56,\n",
       "                    858.89,\n",
       "                    855.918,\n",
       "                    861.589\n",
       "                ],\n",
       "                [\n",
       "                    859.358,\n",
       "                    852.67,\n",
       "                    852.576,\n",
       "                    866.373\n",
       "                ],\n",
       "                [\n",
       "                    851.901,\n",
       "                    846.233,\n",
       "                    845.888,\n",
       "                    853.715\n",
       "                ],\n",
       "                [\n",
       "                    847.36,\n",
       "                    847.083,\n",
       "                    843.434,\n",
       "                    851.239\n",
       "                ],\n",
       "                [\n",
       "                    845.272,\n",
       "                    830.278,\n",
       "                    824.728,\n",
       "                    845.603\n",
       "                ],\n",
       "                [\n",
       "                    827.54,\n",
       "                    830.719,\n",
       "                    826.888,\n",
       "                    832.485\n",
       "                ],\n",
       "                [\n",
       "                    830.621,\n",
       "                    825.533,\n",
       "                    823.955,\n",
       "                    830.68\n",
       "                ],\n",
       "                [\n",
       "                    824.877,\n",
       "                    835.397,\n",
       "                    824.073,\n",
       "                    836.503\n",
       "                ],\n",
       "                [\n",
       "                    835.156,\n",
       "                    836.229,\n",
       "                    831.139,\n",
       "                    837.778\n",
       "                ],\n",
       "                [\n",
       "                    835.138,\n",
       "                    837.04,\n",
       "                    831.202,\n",
       "                    845.411\n",
       "                ],\n",
       "                [\n",
       "                    836.125,\n",
       "                    829.051,\n",
       "                    828.512,\n",
       "                    838.603\n",
       "                ],\n",
       "                [\n",
       "                    827.339,\n",
       "                    810.388,\n",
       "                    798.92,\n",
       "                    827.457\n",
       "                ],\n",
       "                [\n",
       "                    806.518,\n",
       "                    804.447,\n",
       "                    800.954,\n",
       "                    807.919\n",
       "                ],\n",
       "                [\n",
       "                    804.976,\n",
       "                    799.769,\n",
       "                    799.643,\n",
       "                    811.188\n",
       "                ],\n",
       "                [\n",
       "                    800.005,\n",
       "                    804.231,\n",
       "                    792.893,\n",
       "                    809.779\n",
       "                ],\n",
       "                [\n",
       "                    802.51,\n",
       "                    802.734,\n",
       "                    793.617,\n",
       "                    803.534\n",
       "                ],\n",
       "                [\n",
       "                    799.714,\n",
       "                    799.496,\n",
       "                    794.5,\n",
       "                    800.346\n",
       "                ],\n",
       "                [\n",
       "                    800.451,\n",
       "                    811.871,\n",
       "                    800.174,\n",
       "                    814.729\n",
       "                ],\n",
       "                [\n",
       "                    810.696,\n",
       "                    825.906,\n",
       "                    808.332,\n",
       "                    842.479\n",
       "                ],\n",
       "                [\n",
       "                    821.793,\n",
       "                    826.949,\n",
       "                    820.808,\n",
       "                    830.274\n",
       "                ],\n",
       "                [\n",
       "                    827.931,\n",
       "                    827.073,\n",
       "                    818.932,\n",
       "                    832.248\n",
       "                ],\n",
       "                [\n",
       "                    828.446,\n",
       "                    822.989,\n",
       "                    821.885,\n",
       "                    836.334\n",
       "                ],\n",
       "                [\n",
       "                    822.872,\n",
       "                    814.864,\n",
       "                    812.565,\n",
       "                    823.505\n",
       "                ],\n",
       "                [\n",
       "                    811.933,\n",
       "                    811.023,\n",
       "                    808.761,\n",
       "                    818.193\n",
       "                ],\n",
       "                [\n",
       "                    809.211,\n",
       "                    796.827,\n",
       "                    796.528,\n",
       "                    810.523\n",
       "                ],\n",
       "                [\n",
       "                    796.503,\n",
       "                    806.317,\n",
       "                    790.594,\n",
       "                    807.104\n",
       "                ],\n",
       "                [\n",
       "                    799.182,\n",
       "                    793.807,\n",
       "                    785.134,\n",
       "                    799.891\n",
       "                ],\n",
       "                [\n",
       "                    794.538,\n",
       "                    825.932,\n",
       "                    793.112,\n",
       "                    838.579\n",
       "                ],\n",
       "                [\n",
       "                    824.805,\n",
       "                    827.798,\n",
       "                    821.517,\n",
       "                    837.432\n",
       "                ],\n",
       "                [\n",
       "                    826.262,\n",
       "                    807.937,\n",
       "                    802.2,\n",
       "                    836.329\n",
       "                ],\n",
       "                [\n",
       "                    805.607,\n",
       "                    809.425,\n",
       "                    798.443,\n",
       "                    809.974\n",
       "                ],\n",
       "                [\n",
       "                    805.183,\n",
       "                    809.668,\n",
       "                    799.369,\n",
       "                    815.19\n",
       "                ],\n",
       "                [\n",
       "                    806.12,\n",
       "                    808.621,\n",
       "                    799.863,\n",
       "                    808.681\n",
       "                ],\n",
       "                [\n",
       "                    808.088,\n",
       "                    809.253,\n",
       "                    796.504,\n",
       "                    810.531\n",
       "                ],\n",
       "                [\n",
       "                    805.754,\n",
       "                    806.724,\n",
       "                    802.562,\n",
       "                    821.158\n",
       "                ],\n",
       "                [\n",
       "                    805.49,\n",
       "                    803.495,\n",
       "                    802.015,\n",
       "                    810.581\n",
       "                ],\n",
       "                [\n",
       "                    799.395,\n",
       "                    796.878,\n",
       "                    791.5,\n",
       "                    802.837\n",
       "                ],\n",
       "                [\n",
       "                    795.677,\n",
       "                    805.45,\n",
       "                    794.801,\n",
       "                    808.806\n",
       "                ],\n",
       "                [\n",
       "                    802.48,\n",
       "                    805.001,\n",
       "                    795.467,\n",
       "                    805.279\n",
       "                ],\n",
       "                [\n",
       "                    801.83,\n",
       "                    792.924,\n",
       "                    791.609,\n",
       "                    802.335\n",
       "                ],\n",
       "                [\n",
       "                    791.815,\n",
       "                    790.729,\n",
       "                    789.574,\n",
       "                    796.903\n",
       "                ],\n",
       "                [\n",
       "                    789.794,\n",
       "                    793.875,\n",
       "                    788.063,\n",
       "                    794.737\n",
       "                ],\n",
       "                [\n",
       "                    792.882,\n",
       "                    779.927,\n",
       "                    779.844,\n",
       "                    793.073\n",
       "                ],\n",
       "                [\n",
       "                    779.756,\n",
       "                    780.511,\n",
       "                    775.609,\n",
       "                    783.112\n",
       "                ],\n",
       "                [\n",
       "                    780.462,\n",
       "                    767.612,\n",
       "                    766.379,\n",
       "                    781.282\n",
       "                ],\n",
       "                [\n",
       "                    766.678,\n",
       "                    761.767,\n",
       "                    760.023,\n",
       "                    768.187\n",
       "                ],\n",
       "                [\n",
       "                    762.191,\n",
       "                    758.098,\n",
       "                    755.475,\n",
       "                    766.307\n",
       "                ],\n",
       "                [\n",
       "                    758.618,\n",
       "                    762.014,\n",
       "                    758.073,\n",
       "                    762.936\n",
       "                ],\n",
       "                [\n",
       "                    761.73,\n",
       "                    751.11,\n",
       "                    747.27,\n",
       "                    761.79\n",
       "                ],\n",
       "                [\n",
       "                    749.36,\n",
       "                    754.69,\n",
       "                    744.72,\n",
       "                    760.06\n",
       "                ],\n",
       "                [\n",
       "                    753.62,\n",
       "                    747.81,\n",
       "                    747.24,\n",
       "                    755.09\n",
       "                ],\n",
       "                [\n",
       "                    747.36,\n",
       "                    736.83,\n",
       "                    735.99,\n",
       "                    749.68\n",
       "                ],\n",
       "                [\n",
       "                    736.26,\n",
       "                    743.33,\n",
       "                    735.98,\n",
       "                    743.59\n",
       "                ],\n",
       "                [\n",
       "                    742.3,\n",
       "                    733.97,\n",
       "                    731.8,\n",
       "                    742.33\n",
       "                ],\n",
       "                [\n",
       "                    732.84,\n",
       "                    738.01,\n",
       "                    730.53,\n",
       "                    748.4\n",
       "                ],\n",
       "                [\n",
       "                    737.48,\n",
       "                    739.12,\n",
       "                    735.95,\n",
       "                    741.73\n",
       "                ],\n",
       "                [\n",
       "                    740.78,\n",
       "                    750.0,\n",
       "                    739.88,\n",
       "                    751.56\n",
       "                ],\n",
       "                [\n",
       "                    749.11,\n",
       "                    761.05,\n",
       "                    747.97,\n",
       "                    764.43\n",
       "                ],\n",
       "                [\n",
       "                    760.43,\n",
       "                    758.73,\n",
       "                    755.46,\n",
       "                    761.64\n",
       "                ],\n",
       "                [\n",
       "                    758.41,\n",
       "                    761.72,\n",
       "                    756.68,\n",
       "                    767.86\n",
       "                ],\n",
       "                [\n",
       "                    761.93,\n",
       "                    778.04,\n",
       "                    761.03,\n",
       "                    787.85\n",
       "                ],\n",
       "                [\n",
       "                    777.03,\n",
       "                    771.8,\n",
       "                    769.26,\n",
       "                    782.58\n",
       "                ],\n",
       "                [\n",
       "                    772.45,\n",
       "                    769.74,\n",
       "                    763.72,\n",
       "                    778.41\n",
       "                ],\n",
       "                [\n",
       "                    766.62,\n",
       "                    766.2,\n",
       "                    761.63,\n",
       "                    768.38\n",
       "                ],\n",
       "                [\n",
       "                    766.31,\n",
       "                    764.16,\n",
       "                    762.82,\n",
       "                    773.32\n",
       "                ],\n",
       "                [\n",
       "                    762.44,\n",
       "                    751.7,\n",
       "                    751.15,\n",
       "                    765.61\n",
       "                ],\n",
       "                [\n",
       "                    749.45,\n",
       "                    769.88,\n",
       "                    748.99,\n",
       "                    770.31\n",
       "                ],\n",
       "                [\n",
       "                    774.07,\n",
       "                    794.69,\n",
       "                    774.07,\n",
       "                    814.76\n",
       "                ],\n",
       "                [\n",
       "                    796.45,\n",
       "                    800.56,\n",
       "                    792.66,\n",
       "                    808.18\n",
       "                ],\n",
       "                [\n",
       "                    800.71,\n",
       "                    820.73,\n",
       "                    798.99,\n",
       "                    833.88\n",
       "                ],\n",
       "                [\n",
       "                    815.0,\n",
       "                    818.79,\n",
       "                    809.46,\n",
       "                    825.96\n",
       "                ],\n",
       "                [\n",
       "                    818.76,\n",
       "                    822.96,\n",
       "                    814.05,\n",
       "                    829.67\n",
       "                ],\n",
       "                [\n",
       "                    826.88,\n",
       "                    853.85,\n",
       "                    816.14,\n",
       "                    856.04\n",
       "                ],\n",
       "                [\n",
       "                    844.76,\n",
       "                    835.64,\n",
       "                    834.72,\n",
       "                    847.95\n",
       "                ],\n",
       "                [\n",
       "                    833.28,\n",
       "                    834.85,\n",
       "                    832.87,\n",
       "                    843.85\n",
       "                ],\n",
       "                [\n",
       "                    835.62,\n",
       "                    821.44,\n",
       "                    819.07,\n",
       "                    842.63\n",
       "                ],\n",
       "                [\n",
       "                    819.75,\n",
       "                    810.92,\n",
       "                    809.06,\n",
       "                    825.88\n",
       "                ],\n",
       "                [\n",
       "                    804.79,\n",
       "                    793.5,\n",
       "                    787.44,\n",
       "                    808.45\n",
       "                ],\n",
       "                [\n",
       "                    795.39,\n",
       "                    784.92,\n",
       "                    776.74,\n",
       "                    798.2\n",
       "                ],\n",
       "                [\n",
       "                    777.26,\n",
       "                    782.77,\n",
       "                    767.31,\n",
       "                    785.66\n",
       "                ],\n",
       "                [\n",
       "                    768.23,\n",
       "                    786.49,\n",
       "                    766.94,\n",
       "                    789.55\n",
       "                ],\n",
       "                [\n",
       "                    770.67,\n",
       "                    749.72,\n",
       "                    749.06,\n",
       "                    777.31\n",
       "                ],\n",
       "                [\n",
       "                    763.32,\n",
       "                    739.45,\n",
       "                    739.31,\n",
       "                    765.81\n",
       "                ],\n",
       "                [\n",
       "                    737.49,\n",
       "                    735.77,\n",
       "                    730.78,\n",
       "                    745.5\n",
       "                ],\n",
       "                [\n",
       "                    716.81,\n",
       "                    682.43,\n",
       "                    671.53,\n",
       "                    719.05\n",
       "                ],\n",
       "                [\n",
       "                    684.53,\n",
       "                    680.34,\n",
       "                    677.79,\n",
       "                    687.28\n",
       "                ],\n",
       "                [\n",
       "                    686.54,\n",
       "                    685.68,\n",
       "                    685.6,\n",
       "                    697.65\n",
       "                ],\n",
       "                [\n",
       "                    686.23,\n",
       "                    685.63,\n",
       "                    678.99,\n",
       "                    687.57\n",
       "                ],\n",
       "                [\n",
       "                    693.2,\n",
       "                    692.36,\n",
       "                    687.93,\n",
       "                    696.83\n",
       "                ],\n",
       "                [\n",
       "                    693.87,\n",
       "                    696.85,\n",
       "                    690.75,\n",
       "                    701.33\n",
       "                ],\n",
       "                [\n",
       "                    701.22,\n",
       "                    714.07,\n",
       "                    694.66,\n",
       "                    717.57\n",
       "                ],\n",
       "                [\n",
       "                    713.36,\n",
       "                    705.38,\n",
       "                    703.25,\n",
       "                    713.36\n",
       "                ],\n",
       "                [\n",
       "                    697.53,\n",
       "                    701.69,\n",
       "                    691.49,\n",
       "                    710.6\n",
       "                ],\n",
       "                [\n",
       "                    695.87,\n",
       "                    704.1,\n",
       "                    694.44,\n",
       "                    704.8\n",
       "                ],\n",
       "                [\n",
       "                    698.0,\n",
       "                    696.18,\n",
       "                    696.18,\n",
       "                    704.5\n",
       "                ],\n",
       "                [\n",
       "                    695.95,\n",
       "                    696.68,\n",
       "                    694.43,\n",
       "                    701.27\n",
       "                ],\n",
       "                [\n",
       "                    700.23,\n",
       "                    711.44,\n",
       "                    697.96,\n",
       "                    713.0\n",
       "                ],\n",
       "                [\n",
       "                    708.41,\n",
       "                    703.94,\n",
       "                    702.09,\n",
       "                    715.22\n",
       "                ],\n",
       "                [\n",
       "                    703.53,\n",
       "                    706.21,\n",
       "                    702.47,\n",
       "                    707.12\n",
       "                ],\n",
       "                [\n",
       "                    707.73,\n",
       "                    718.43,\n",
       "                    704.97,\n",
       "                    719.38\n",
       "                ],\n",
       "                [\n",
       "                    723.45,\n",
       "                    728.93,\n",
       "                    720.03,\n",
       "                    732.95\n",
       "                ],\n",
       "                [\n",
       "                    726.68,\n",
       "                    716.43,\n",
       "                    715.85,\n",
       "                    726.68\n",
       "                ],\n",
       "                [\n",
       "                    713.61,\n",
       "                    710.33,\n",
       "                    710.05,\n",
       "                    719.04\n",
       "                ],\n",
       "                [\n",
       "                    708.01,\n",
       "                    708.74,\n",
       "                    703.67,\n",
       "                    711.61\n",
       "                ],\n",
       "                [\n",
       "                    708.57,\n",
       "                    699.55,\n",
       "                    699.54,\n",
       "                    712.39\n",
       "                ],\n",
       "                [\n",
       "                    699.89,\n",
       "                    701.3,\n",
       "                    695.79,\n",
       "                    705.26\n",
       "                ],\n",
       "                [\n",
       "                    696.64,\n",
       "                    700.83,\n",
       "                    693.61,\n",
       "                    703.27\n",
       "                ],\n",
       "                [\n",
       "                    702.04,\n",
       "                    702.39,\n",
       "                    701.53,\n",
       "                    718.57\n",
       "                ],\n",
       "                [\n",
       "                    703.54,\n",
       "                    701.71,\n",
       "                    699.77,\n",
       "                    711.88\n",
       "                ],\n",
       "                [\n",
       "                    681.7,\n",
       "                    664.07,\n",
       "                    652.06,\n",
       "                    684.95\n",
       "                ],\n",
       "                [\n",
       "                    655.81,\n",
       "                    668.36,\n",
       "                    650.84,\n",
       "                    668.67\n",
       "                ],\n",
       "                [\n",
       "                    676.63,\n",
       "                    678.09,\n",
       "                    672.42,\n",
       "                    680.68\n",
       "                ],\n",
       "                [\n",
       "                    670.8,\n",
       "                    670.26,\n",
       "                    669.07,\n",
       "                    679.41\n",
       "                ],\n",
       "                [\n",
       "                    674.43,\n",
       "                    685.24,\n",
       "                    670.08,\n",
       "                    686.83\n",
       "                ],\n",
       "                [\n",
       "                    686.91,\n",
       "                    688.77,\n",
       "                    684.51,\n",
       "                    691.43\n",
       "                ],\n",
       "                [\n",
       "                    690.44,\n",
       "                    696.33,\n",
       "                    687.73,\n",
       "                    709.18\n",
       "                ],\n",
       "                [\n",
       "                    688.48,\n",
       "                    697.24,\n",
       "                    686.59,\n",
       "                    701.97\n",
       "                ],\n",
       "                [\n",
       "                    698.78,\n",
       "                    690.25,\n",
       "                    690.13,\n",
       "                    705.03\n",
       "                ],\n",
       "                [\n",
       "                    688.27,\n",
       "                    694.17,\n",
       "                    684.5,\n",
       "                    695.09\n",
       "                ],\n",
       "                [\n",
       "                    696.37,\n",
       "                    706.67,\n",
       "                    694.3,\n",
       "                    707.85\n",
       "                ],\n",
       "                [\n",
       "                    703.26,\n",
       "                    702.12,\n",
       "                    700.49,\n",
       "                    707.32\n",
       "                ],\n",
       "                [\n",
       "                    701.94,\n",
       "                    696.25,\n",
       "                    695.68,\n",
       "                    707.89\n",
       "                ],\n",
       "                [\n",
       "                    699.52,\n",
       "                    688.61,\n",
       "                    688.57,\n",
       "                    701.77\n",
       "                ],\n",
       "                [\n",
       "                    685.59,\n",
       "                    673.24,\n",
       "                    673.23,\n",
       "                    689.44\n",
       "                ],\n",
       "                [\n",
       "                    674.6,\n",
       "                    673.77,\n",
       "                    673.52,\n",
       "                    687.77\n",
       "                ],\n",
       "                [\n",
       "                    682.95,\n",
       "                    683.84,\n",
       "                    674.92,\n",
       "                    685.35\n",
       "                ],\n",
       "                [\n",
       "                    684.4,\n",
       "                    687.68,\n",
       "                    682.55,\n",
       "                    693.26\n",
       "                ],\n",
       "                [\n",
       "                    684.77,\n",
       "                    664.23,\n",
       "                    664.23,\n",
       "                    685.52\n",
       "                ],\n",
       "                [\n",
       "                    664.21,\n",
       "                    670.85,\n",
       "                    664.21,\n",
       "                    673.59\n",
       "                ],\n",
       "                [\n",
       "                    671.52,\n",
       "                    688.72,\n",
       "                    671.52,\n",
       "                    689.23\n",
       "                ],\n",
       "                [\n",
       "                    684.55,\n",
       "                    684.56,\n",
       "                    682.39,\n",
       "                    687.22\n",
       "                ],\n",
       "                [\n",
       "                    685.91,\n",
       "                    669.59,\n",
       "                    669.48,\n",
       "                    687.62\n",
       "                ],\n",
       "                [\n",
       "                    674.56,\n",
       "                    680.05,\n",
       "                    672.27,\n",
       "                    685.19\n",
       "                ],\n",
       "                [\n",
       "                    689.25,\n",
       "                    682.52,\n",
       "                    679.89,\n",
       "                    692.31\n",
       "                ],\n",
       "                [\n",
       "                    681.52,\n",
       "                    699.71,\n",
       "                    680.84,\n",
       "                    701.53\n",
       "                ],\n",
       "                [\n",
       "                    696.67,\n",
       "                    693.84,\n",
       "                    692.64,\n",
       "                    698.86\n",
       "                ],\n",
       "                [\n",
       "                    697.76,\n",
       "                    701.49,\n",
       "                    697.18,\n",
       "                    702.67\n",
       "                ],\n",
       "                [\n",
       "                    700.34,\n",
       "                    704.33,\n",
       "                    696.99,\n",
       "                    705.82\n",
       "                ],\n",
       "                [\n",
       "                    702.75,\n",
       "                    696.93,\n",
       "                    695.22,\n",
       "                    702.75\n",
       "                ],\n",
       "                [\n",
       "                    699.03,\n",
       "                    701.89,\n",
       "                    694.52,\n",
       "                    701.98\n",
       "                ],\n",
       "                [\n",
       "                    702.42,\n",
       "                    692.45,\n",
       "                    692.2,\n",
       "                    702.42\n",
       "                ],\n",
       "                [\n",
       "                    693.15,\n",
       "                    695.7,\n",
       "                    693.15,\n",
       "                    699.25\n",
       "                ],\n",
       "                [\n",
       "                    696.18,\n",
       "                    692.91,\n",
       "                    686.23,\n",
       "                    697.01\n",
       "                ],\n",
       "                [\n",
       "                    689.93,\n",
       "                    684.32,\n",
       "                    683.88,\n",
       "                    691.93\n",
       "                ],\n",
       "                [\n",
       "                    684.77,\n",
       "                    679.31,\n",
       "                    678.9,\n",
       "                    686.02\n",
       "                ],\n",
       "                [\n",
       "                    679.21,\n",
       "                    687.98,\n",
       "                    678.75,\n",
       "                    688.34\n",
       "                ],\n",
       "                [\n",
       "                    693.17,\n",
       "                    692.7,\n",
       "                    690.72,\n",
       "                    696.59\n",
       "                ],\n",
       "                [\n",
       "                    692.55,\n",
       "                    688.3,\n",
       "                    683.98,\n",
       "                    692.55\n",
       "                ],\n",
       "                [\n",
       "                    686.46,\n",
       "                    680.24,\n",
       "                    679.59,\n",
       "                    687.72\n",
       "                ],\n",
       "                [\n",
       "                    679.56,\n",
       "                    675.21,\n",
       "                    674.32,\n",
       "                    681.7\n",
       "                ],\n",
       "                [\n",
       "                    675.22,\n",
       "                    667.35,\n",
       "                    667.27,\n",
       "                    677.45\n",
       "                ],\n",
       "                [\n",
       "                    667.37,\n",
       "                    667.24,\n",
       "                    664.25,\n",
       "                    671.77\n",
       "                ],\n",
       "                [\n",
       "                    665.83,\n",
       "                    656.82,\n",
       "                    655.89,\n",
       "                    667.99\n",
       "                ],\n",
       "                [\n",
       "                    648.71,\n",
       "                    631.42,\n",
       "                    631.28,\n",
       "                    649.11\n",
       "                ],\n",
       "                [\n",
       "                    636.22,\n",
       "                    641.85,\n",
       "                    633.58,\n",
       "                    642.32\n",
       "                ],\n",
       "                [\n",
       "                    639.09,\n",
       "                    644.11,\n",
       "                    634.97,\n",
       "                    651.96\n",
       "                ],\n",
       "                [\n",
       "                    644.94,\n",
       "                    640.9,\n",
       "                    640.31,\n",
       "                    647.91\n",
       "                ],\n",
       "                [\n",
       "                    640.96,\n",
       "                    644.04,\n",
       "                    636.71,\n",
       "                    644.04\n",
       "                ],\n",
       "                [\n",
       "                    642.11,\n",
       "                    643.07,\n",
       "                    637.66,\n",
       "                    647.15\n",
       "                ],\n",
       "                [\n",
       "                    645.86,\n",
       "                    647.86,\n",
       "                    645.13,\n",
       "                    657.54\n",
       "                ],\n",
       "                [\n",
       "                    645.76,\n",
       "                    633.08,\n",
       "                    628.23,\n",
       "                    645.76\n",
       "                ],\n",
       "                [\n",
       "                    630.73,\n",
       "                    635.02,\n",
       "                    629.22,\n",
       "                    639.32\n",
       "                ],\n",
       "                [\n",
       "                    634.47,\n",
       "                    637.52,\n",
       "                    629.81,\n",
       "                    637.92\n",
       "                ],\n",
       "                [\n",
       "                    635.26,\n",
       "                    625.7,\n",
       "                    625.58,\n",
       "                    635.26\n",
       "                ],\n",
       "                [\n",
       "                    624.16,\n",
       "                    630.21,\n",
       "                    624.11,\n",
       "                    634.24\n",
       "                ],\n",
       "                [\n",
       "                    629.08,\n",
       "                    622.13,\n",
       "                    621.32,\n",
       "                    632.23\n",
       "                ],\n",
       "                [\n",
       "                    614.9,\n",
       "                    578.98,\n",
       "                    569.18,\n",
       "                    617.64\n",
       "                ],\n",
       "                [\n",
       "                    576.42,\n",
       "                    577.48,\n",
       "                    566.94,\n",
       "                    582.14\n",
       "                ],\n",
       "                [\n",
       "                    576.34,\n",
       "                    559.34,\n",
       "                    557.62,\n",
       "                    579.46\n",
       "                ],\n",
       "                [\n",
       "                    556.58,\n",
       "                    567.95,\n",
       "                    553.79,\n",
       "                    567.97\n",
       "                ],\n",
       "                [\n",
       "                    571.11,\n",
       "                    560.75,\n",
       "                    559.98,\n",
       "                    571.89\n",
       "                ],\n",
       "                [\n",
       "                    553.35,\n",
       "                    566.09,\n",
       "                    552.18,\n",
       "                    567.64\n",
       "                ],\n",
       "                [\n",
       "                    564.29,\n",
       "                    560.61,\n",
       "                    556.9,\n",
       "                    566.35\n",
       "                ],\n",
       "                [\n",
       "                    559.32,\n",
       "                    566.85,\n",
       "                    559.12,\n",
       "                    580.02\n",
       "                ],\n",
       "                [\n",
       "                    565.28,\n",
       "                    578.61,\n",
       "                    565.13,\n",
       "                    580.54\n",
       "                ],\n",
       "                [\n",
       "                    576.55,\n",
       "                    563.9,\n",
       "                    558.59,\n",
       "                    576.71\n",
       "                ],\n",
       "                [\n",
       "                    563.92,\n",
       "                    572.3,\n",
       "                    560.74,\n",
       "                    572.37\n",
       "                ],\n",
       "                [\n",
       "                    570.43,\n",
       "                    564.39,\n",
       "                    562.46,\n",
       "                    571.0\n",
       "                ],\n",
       "                [\n",
       "                    564.14,\n",
       "                    557.96,\n",
       "                    557.11,\n",
       "                    571.72\n",
       "                ],\n",
       "                [\n",
       "                    558.33,\n",
       "                    561.59,\n",
       "                    547.57,\n",
       "                    570.4\n",
       "                ],\n",
       "                [\n",
       "                    562.33,\n",
       "                    572.09,\n",
       "                    562.33,\n",
       "                    572.13\n",
       "                ],\n",
       "                [\n",
       "                    571.06,\n",
       "                    571.23,\n",
       "                    567.63,\n",
       "                    573.81\n",
       "                ],\n",
       "                [\n",
       "                    560.72,\n",
       "                    553.69,\n",
       "                    548.39,\n",
       "                    560.72\n",
       "                ],\n",
       "                [\n",
       "                    553.36,\n",
       "                    570.48,\n",
       "                    553.36,\n",
       "                    573.76\n",
       "                ],\n",
       "                [\n",
       "                    570.78,\n",
       "                    568.67,\n",
       "                    566.94,\n",
       "                    571.3\n",
       "                ],\n",
       "                [\n",
       "                    569.39,\n",
       "                    566.48,\n",
       "                    563.87,\n",
       "                    570.91\n",
       "                ],\n",
       "                [\n",
       "                    565.88,\n",
       "                    562.11,\n",
       "                    558.2,\n",
       "                    565.98\n",
       "                ],\n",
       "                [\n",
       "                    563.16,\n",
       "                    558.1,\n",
       "                    557.81,\n",
       "                    566.41\n",
       "                ],\n",
       "                [\n",
       "                    558.48,\n",
       "                    555.67,\n",
       "                    553.25,\n",
       "                    562.99\n",
       "                ],\n",
       "                [\n",
       "                    554.71,\n",
       "                    573.28,\n",
       "                    553.23,\n",
       "                    575.71\n",
       "                ],\n",
       "                [\n",
       "                    569.81,\n",
       "                    580.91,\n",
       "                    567.21,\n",
       "                    581.61\n",
       "                ],\n",
       "                [\n",
       "                    580.78,\n",
       "                    591.19,\n",
       "                    580.75,\n",
       "                    599.37\n",
       "                ],\n",
       "                [\n",
       "                    589.99,\n",
       "                    587.39,\n",
       "                    585.39,\n",
       "                    590.56\n",
       "                ],\n",
       "                [\n",
       "                    588.0,\n",
       "                    583.01,\n",
       "                    581.66,\n",
       "                    590.65\n",
       "                ],\n",
       "                [\n",
       "                    582.17,\n",
       "                    579.51,\n",
       "                    578.52,\n",
       "                    584.38\n",
       "                ],\n",
       "                [\n",
       "                    578.18,\n",
       "                    576.4,\n",
       "                    573.17,\n",
       "                    583.77\n",
       "                ],\n",
       "                [\n",
       "                    574.77,\n",
       "                    577.65,\n",
       "                    574.23,\n",
       "                    580.34\n",
       "                ],\n",
       "                [\n",
       "                    577.15,\n",
       "                    563.92,\n",
       "                    563.8,\n",
       "                    581.84\n",
       "                ],\n",
       "                [\n",
       "                    561.81,\n",
       "                    548.21,\n",
       "                    540.65,\n",
       "                    562.84\n",
       "                ],\n",
       "                [\n",
       "                    547.5,\n",
       "                    543.81,\n",
       "                    543.64,\n",
       "                    550.78\n",
       "                ],\n",
       "                [\n",
       "                    544.27,\n",
       "                    536.55,\n",
       "                    534.82,\n",
       "                    550.21\n",
       "                ],\n",
       "                [\n",
       "                    538.71,\n",
       "                    552.93,\n",
       "                    536.44,\n",
       "                    552.97\n",
       "                ],\n",
       "                [\n",
       "                    550.87,\n",
       "                    543.46,\n",
       "                    542.92,\n",
       "                    551.45\n",
       "                ],\n",
       "                [\n",
       "                    542.43,\n",
       "                    553.68,\n",
       "                    541.96,\n",
       "                    556.06\n",
       "                ],\n",
       "                [\n",
       "                    553.25,\n",
       "                    554.02,\n",
       "                    549.93,\n",
       "                    555.9\n",
       "                ],\n",
       "                [\n",
       "                    548.43,\n",
       "                    551.06,\n",
       "                    543.49,\n",
       "                    552.61\n",
       "                ],\n",
       "                [\n",
       "                    549.99,\n",
       "                    550.05,\n",
       "                    547.38,\n",
       "                    551.81\n",
       "                ],\n",
       "                [\n",
       "                    549.35,\n",
       "                    538.14,\n",
       "                    538.13,\n",
       "                    549.35\n",
       "                ],\n",
       "                [\n",
       "                    534.25,\n",
       "                    543.52,\n",
       "                    531.09,\n",
       "                    551.99\n",
       "                ],\n",
       "                [\n",
       "                    546.77,\n",
       "                    537.24,\n",
       "                    536.15,\n",
       "                    549.11\n",
       "                ],\n",
       "                [\n",
       "                    537.5,\n",
       "                    546.78,\n",
       "                    537.26,\n",
       "                    546.78\n",
       "                ],\n",
       "                [\n",
       "                    546.744,\n",
       "                    550.072,\n",
       "                    545.395,\n",
       "                    553.128\n",
       "                ],\n",
       "                [\n",
       "                    549.16,\n",
       "                    546.548,\n",
       "                    545.373,\n",
       "                    549.176\n",
       "                ],\n",
       "                [\n",
       "                    546.42,\n",
       "                    550.66,\n",
       "                    544.01,\n",
       "                    554.41\n",
       "                ],\n",
       "                [\n",
       "                    547.33,\n",
       "                    551.71,\n",
       "                    544.59,\n",
       "                    556.15\n",
       "                ],\n",
       "                [\n",
       "                    552.22,\n",
       "                    558.98,\n",
       "                    551.61,\n",
       "                    560.05\n",
       "                ],\n",
       "                [\n",
       "                    558.94,\n",
       "                    555.39,\n",
       "                    554.01,\n",
       "                    560.21\n",
       "                ],\n",
       "                [\n",
       "                    555.02,\n",
       "                    552.45,\n",
       "                    550.62,\n",
       "                    555.41\n",
       "                ],\n",
       "                [\n",
       "                    551.21,\n",
       "                    544.52,\n",
       "                    544.49,\n",
       "                    553.13\n",
       "                ],\n",
       "                [\n",
       "                    544.59,\n",
       "                    546.76,\n",
       "                    543.08,\n",
       "                    549.73\n",
       "                ],\n",
       "                [\n",
       "                    544.74,\n",
       "                    544.48,\n",
       "                    540.0,\n",
       "                    546.13\n",
       "                ],\n",
       "                [\n",
       "                    544.34,\n",
       "                    549.47,\n",
       "                    541.88,\n",
       "                    551.46\n",
       "                ],\n",
       "                [\n",
       "                    547.48,\n",
       "                    540.97,\n",
       "                    540.97,\n",
       "                    549.06\n",
       "                ],\n",
       "                [\n",
       "                    540.18,\n",
       "                    539.19,\n",
       "                    538.05,\n",
       "                    543.97\n",
       "                ],\n",
       "                [\n",
       "                    539.02,\n",
       "                    539.98,\n",
       "                    537.47,\n",
       "                    546.34\n",
       "                ],\n",
       "                [\n",
       "                    538.32,\n",
       "                    524.04,\n",
       "                    523.82,\n",
       "                    539.33\n",
       "                ],\n",
       "                [\n",
       "                    523.88,\n",
       "                    526.8,\n",
       "                    523.88,\n",
       "                    529.74\n",
       "                ],\n",
       "                [\n",
       "                    526.29,\n",
       "                    529.03,\n",
       "                    526.28,\n",
       "                    533.28\n",
       "                ],\n",
       "                [\n",
       "                    533.73,\n",
       "                    536.42,\n",
       "                    531.32,\n",
       "                    536.61\n",
       "                ],\n",
       "                [\n",
       "                    536.46,\n",
       "                    533.67,\n",
       "                    533.04,\n",
       "                    538.37\n",
       "                ],\n",
       "                [\n",
       "                    532.46,\n",
       "                    531.25,\n",
       "                    529.08,\n",
       "                    534.41\n",
       "                ],\n",
       "                [\n",
       "                    529.42,\n",
       "                    541.09,\n",
       "                    529.42,\n",
       "                    541.28\n",
       "                ],\n",
       "                [\n",
       "                    539.67,\n",
       "                    544.54,\n",
       "                    538.79,\n",
       "                    548.73\n",
       "                ],\n",
       "                [\n",
       "                    545.2,\n",
       "                    543.72,\n",
       "                    542.54,\n",
       "                    547.43\n",
       "                ],\n",
       "                [\n",
       "                    544.11,\n",
       "                    556.58,\n",
       "                    541.67,\n",
       "                    556.6\n",
       "                ],\n",
       "                [\n",
       "                    551.14,\n",
       "                    550.21,\n",
       "                    548.17,\n",
       "                    552.8\n",
       "                ],\n",
       "                [\n",
       "                    551.59,\n",
       "                    553.21,\n",
       "                    549.76,\n",
       "                    559.81\n",
       "                ],\n",
       "                [\n",
       "                    552.86,\n",
       "                    549.4,\n",
       "                    547.89,\n",
       "                    553.02\n",
       "                ],\n",
       "                [\n",
       "                    550.54,\n",
       "                    554.18,\n",
       "                    550.11,\n",
       "                    555.77\n",
       "                ],\n",
       "                [\n",
       "                    545.21,\n",
       "                    533.21,\n",
       "                    533.05,\n",
       "                    545.75\n",
       "                ],\n",
       "                [\n",
       "                    533.79,\n",
       "                    532.37,\n",
       "                    530.89,\n",
       "                    536.62\n",
       "                ],\n",
       "                [\n",
       "                    533.18,\n",
       "                    534.35,\n",
       "                    530.95,\n",
       "                    536.66\n",
       "                ],\n",
       "                [\n",
       "                    518.98,\n",
       "                    495.55,\n",
       "                    490.75,\n",
       "                    520.98\n",
       "                ],\n",
       "                [\n",
       "                    491.68,\n",
       "                    485.61,\n",
       "                    478.93,\n",
       "                    493.88\n",
       "                ],\n",
       "                [\n",
       "                    489.0,\n",
       "                    479.19,\n",
       "                    478.85,\n",
       "                    491.0\n",
       "                ],\n",
       "                [\n",
       "                    479.95,\n",
       "                    475.56,\n",
       "                    473.22,\n",
       "                    488.11\n",
       "                ],\n",
       "                [\n",
       "                    482.57,\n",
       "                    481.27,\n",
       "                    473.3,\n",
       "                    484.68\n",
       "                ],\n",
       "                [\n",
       "                    479.32,\n",
       "                    472.62,\n",
       "                    472.6,\n",
       "                    482.25\n",
       "                ],\n",
       "                [\n",
       "                    467.45,\n",
       "                    488.63,\n",
       "                    466.44,\n",
       "                    489.7\n",
       "                ],\n",
       "                [\n",
       "                    496.62,\n",
       "                    537.5,\n",
       "                    496.62,\n",
       "                    537.5\n",
       "                ],\n",
       "                [\n",
       "                    557.5,\n",
       "                    536.3,\n",
       "                    530.61,\n",
       "                    561.32\n",
       "                ],\n",
       "                [\n",
       "                    527.6,\n",
       "                    548.75,\n",
       "                    527.6,\n",
       "                    564.12\n",
       "                ],\n",
       "                [\n",
       "                    531.02,\n",
       "                    570.85,\n",
       "                    530.22,\n",
       "                    570.85\n",
       "                ],\n",
       "                [\n",
       "                    571.29,\n",
       "                    555.67,\n",
       "                    551.54,\n",
       "                    572.74\n",
       "                ],\n",
       "                [\n",
       "                    552.8,\n",
       "                    550.96,\n",
       "                    546.61,\n",
       "                    562.99\n",
       "                ],\n",
       "                [\n",
       "                    552.7,\n",
       "                    577.76,\n",
       "                    543.46,\n",
       "                    589.4\n",
       "                ],\n",
       "                [\n",
       "                    571.86,\n",
       "                    571.29,\n",
       "                    562.51,\n",
       "                    580.2\n",
       "                ],\n",
       "                [\n",
       "                    576.51,\n",
       "                    577.33,\n",
       "                    576.51,\n",
       "                    607.62\n",
       "                ],\n",
       "                [\n",
       "                    592.76,\n",
       "                    592.24,\n",
       "                    582.48,\n",
       "                    594.78\n",
       "                ],\n",
       "                [\n",
       "                    587.87,\n",
       "                    592.42,\n",
       "                    580.89,\n",
       "                    593.79\n",
       "                ],\n",
       "                [\n",
       "                    591.18,\n",
       "                    587.65,\n",
       "                    582.01,\n",
       "                    599.75\n",
       "                ],\n",
       "                [\n",
       "                    584.29,\n",
       "                    576.66,\n",
       "                    575.35,\n",
       "                    586.39\n",
       "                ],\n",
       "                [\n",
       "                    582.3,\n",
       "                    567.53,\n",
       "                    566.38,\n",
       "                    583.18\n",
       "                ],\n",
       "                [\n",
       "                    566.28,\n",
       "                    567.95,\n",
       "                    564.55,\n",
       "                    574.57\n",
       "                ],\n",
       "                [\n",
       "                    568.36,\n",
       "                    578.14,\n",
       "                    566.78,\n",
       "                    578.32\n",
       "                ],\n",
       "                [\n",
       "                    571.11,\n",
       "                    593.07,\n",
       "                    570.16,\n",
       "                    603.96\n",
       "                ],\n",
       "                [\n",
       "                    588.94,\n",
       "                    583.62,\n",
       "                    582.19,\n",
       "                    596.65\n",
       "                ],\n",
       "                [\n",
       "                    581.32,\n",
       "                    600.34,\n",
       "                    581.16,\n",
       "                    601.66\n",
       "                ],\n",
       "                [\n",
       "                    599.91,\n",
       "                    615.39,\n",
       "                    598.58,\n",
       "                    629.49\n",
       "                ],\n",
       "                [\n",
       "                    613.76,\n",
       "                    634.38,\n",
       "                    613.63,\n",
       "                    639.7\n",
       "                ],\n",
       "                [\n",
       "                    626.35,\n",
       "                    605.42,\n",
       "                    605.25,\n",
       "                    634.47\n",
       "                ],\n",
       "                [\n",
       "                    598.82,\n",
       "                    606.46,\n",
       "                    596.1,\n",
       "                    611.63\n",
       "                ],\n",
       "                [\n",
       "                    607.65,\n",
       "                    600.41,\n",
       "                    592.25,\n",
       "                    609.17\n",
       "                ],\n",
       "                [\n",
       "                    598.68,\n",
       "                    581.32,\n",
       "                    577.62,\n",
       "                    605.9\n",
       "                ],\n",
       "                [\n",
       "                    580.72,\n",
       "                    578.7,\n",
       "                    574.35,\n",
       "                    587.85\n",
       "                ],\n",
       "                [\n",
       "                    583.34,\n",
       "                    584.62,\n",
       "                    578.98,\n",
       "                    587.5\n",
       "                ]\n",
       "            ],\n",
       "            \"type\": \"candlestick\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_9f406b417bcb445cbcf1cb795351dec8.setOption(option_9f406b417bcb445cbcf1cb795351dec8);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.kline.Kline at 0x9f1eaf0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secu_index_kline = Kline()\n",
    "secu_index_bar = Bar()\n",
    "secu_index_datetime = np.array(security_index_k.index.map(str))\n",
    "ohlc = np.array(security_index_k.loc[:,['open','close','low','high']])\n",
    "vol = np.array(security_index_k.loc[:,[\"volume\"]])\n",
    "\n",
    "secu_index_kline.add('399975',secu_index_datetime,ohlc,mark_point=[\"max\",\"min\"],is_datazoom_show=True,datazoom_orient='horizontal')\n",
    "secu_index_bar.add('399975',secu_index_datetime,vol,is_datazoom_show=True,datazoom_xaxis_index=[0,1])\n",
    "\n",
    "secu_index_grid = Grid()\n",
    "secu_index_grid.add(secu_index_bar,grid_top=\"80%\")\n",
    "secu_index_grid.add(secu_index_kline,grid_bottom=\"30%\")\n",
    "secu_index_kline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "get_price(\"880472.XSHE\", start_date='2013-07-15', end_date=today, frequency='daily', fields=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df,msg = swindex.get_index_dailyindicator('851931','2006-01-01','2018-11-28','D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_float_mv</th>\n",
       "      <th>chg_pct</th>\n",
       "      <th>close</th>\n",
       "      <th>date</th>\n",
       "      <th>dividend_yield_ratio</th>\n",
       "      <th>float_mv</th>\n",
       "      <th>index_code</th>\n",
       "      <th>index_name</th>\n",
       "      <th>pb</th>\n",
       "      <th>pe</th>\n",
       "      <th>turn_rate</th>\n",
       "      <th>turnover_pct</th>\n",
       "      <th>volume</th>\n",
       "      <th>vwap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>334.22</td>\n",
       "      <td>0.34</td>\n",
       "      <td>4681.34</td>\n",
       "      <td>2018-11-27</td>\n",
       "      <td>1.85</td>\n",
       "      <td>13,368.72</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>24.36</td>\n",
       "      <td>0.7169</td>\n",
       "      <td>3.51</td>\n",
       "      <td>11.35</td>\n",
       "      <td>8.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>333.36</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>4665.29</td>\n",
       "      <td>2018-11-26</td>\n",
       "      <td>1.86</td>\n",
       "      <td>13,334.56</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>24.27</td>\n",
       "      <td>0.7550</td>\n",
       "      <td>3.61</td>\n",
       "      <td>11.95</td>\n",
       "      <td>8.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>335.20</td>\n",
       "      <td>-3.27</td>\n",
       "      <td>4686.16</td>\n",
       "      <td>2018-11-23</td>\n",
       "      <td>1.85</td>\n",
       "      <td>13,408.04</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>24.38</td>\n",
       "      <td>1.1671</td>\n",
       "      <td>4.08</td>\n",
       "      <td>18.48</td>\n",
       "      <td>8.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>346.04</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>4844.35</td>\n",
       "      <td>2018-11-22</td>\n",
       "      <td>1.79</td>\n",
       "      <td>13,841.48</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.27</td>\n",
       "      <td>25.20</td>\n",
       "      <td>1.1062</td>\n",
       "      <td>4.62</td>\n",
       "      <td>17.52</td>\n",
       "      <td>8.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>349.72</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4895.19</td>\n",
       "      <td>2018-11-21</td>\n",
       "      <td>1.77</td>\n",
       "      <td>13,988.89</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.28</td>\n",
       "      <td>25.47</td>\n",
       "      <td>1.3392</td>\n",
       "      <td>5.19</td>\n",
       "      <td>21.20</td>\n",
       "      <td>8.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>348.54</td>\n",
       "      <td>-4.51</td>\n",
       "      <td>4888.02</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>1.77</td>\n",
       "      <td>13,941.45</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.28</td>\n",
       "      <td>25.43</td>\n",
       "      <td>1.9009</td>\n",
       "      <td>6.08</td>\n",
       "      <td>30.10</td>\n",
       "      <td>8.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>365.22</td>\n",
       "      <td>3.08</td>\n",
       "      <td>5119.03</td>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>1.69</td>\n",
       "      <td>14,608.77</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.34</td>\n",
       "      <td>26.63</td>\n",
       "      <td>2.4235</td>\n",
       "      <td>7.37</td>\n",
       "      <td>38.37</td>\n",
       "      <td>9.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>354.39</td>\n",
       "      <td>2.53</td>\n",
       "      <td>4966.01</td>\n",
       "      <td>2018-11-16</td>\n",
       "      <td>1.75</td>\n",
       "      <td>14,175.57</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.30</td>\n",
       "      <td>25.84</td>\n",
       "      <td>2.4720</td>\n",
       "      <td>6.59</td>\n",
       "      <td>39.14</td>\n",
       "      <td>8.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>345.56</td>\n",
       "      <td>2.87</td>\n",
       "      <td>4843.40</td>\n",
       "      <td>2018-11-15</td>\n",
       "      <td>1.79</td>\n",
       "      <td>13,822.50</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.27</td>\n",
       "      <td>25.20</td>\n",
       "      <td>1.6880</td>\n",
       "      <td>5.15</td>\n",
       "      <td>26.73</td>\n",
       "      <td>8.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>335.80</td>\n",
       "      <td>-1.61</td>\n",
       "      <td>4708.28</td>\n",
       "      <td>2018-11-14</td>\n",
       "      <td>1.72</td>\n",
       "      <td>13,432.04</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>24.50</td>\n",
       "      <td>1.6718</td>\n",
       "      <td>4.46</td>\n",
       "      <td>26.47</td>\n",
       "      <td>8.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>341.34</td>\n",
       "      <td>2.56</td>\n",
       "      <td>4785.35</td>\n",
       "      <td>2018-11-13</td>\n",
       "      <td>1.69</td>\n",
       "      <td>13,653.69</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.25</td>\n",
       "      <td>24.90</td>\n",
       "      <td>2.2613</td>\n",
       "      <td>5.78</td>\n",
       "      <td>35.80</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>333.03</td>\n",
       "      <td>1.85</td>\n",
       "      <td>4665.74</td>\n",
       "      <td>2018-11-12</td>\n",
       "      <td>1.73</td>\n",
       "      <td>13,321.24</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>24.27</td>\n",
       "      <td>1.0876</td>\n",
       "      <td>3.85</td>\n",
       "      <td>17.22</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>327.02</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>4580.91</td>\n",
       "      <td>2018-11-09</td>\n",
       "      <td>1.77</td>\n",
       "      <td>13,080.74</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>23.83</td>\n",
       "      <td>0.9812</td>\n",
       "      <td>4.26</td>\n",
       "      <td>15.54</td>\n",
       "      <td>8.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>326.96</td>\n",
       "      <td>-1.63</td>\n",
       "      <td>4583.43</td>\n",
       "      <td>2018-11-08</td>\n",
       "      <td>1.76</td>\n",
       "      <td>13,078.59</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>23.84</td>\n",
       "      <td>1.3584</td>\n",
       "      <td>5.51</td>\n",
       "      <td>21.51</td>\n",
       "      <td>8.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>331.41</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>4659.51</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>1.74</td>\n",
       "      <td>13,256.39</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>24.24</td>\n",
       "      <td>1.1551</td>\n",
       "      <td>4.35</td>\n",
       "      <td>18.29</td>\n",
       "      <td>8.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>337.89</td>\n",
       "      <td>-0.88</td>\n",
       "      <td>4748.89</td>\n",
       "      <td>2018-11-06</td>\n",
       "      <td>1.70</td>\n",
       "      <td>13,515.76</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.24</td>\n",
       "      <td>24.70</td>\n",
       "      <td>1.4415</td>\n",
       "      <td>5.97</td>\n",
       "      <td>22.82</td>\n",
       "      <td>8.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>340.35</td>\n",
       "      <td>0.08</td>\n",
       "      <td>4790.97</td>\n",
       "      <td>2018-11-05</td>\n",
       "      <td>1.69</td>\n",
       "      <td>13,614.07</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.26</td>\n",
       "      <td>24.92</td>\n",
       "      <td>1.5568</td>\n",
       "      <td>5.20</td>\n",
       "      <td>24.65</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>340.30</td>\n",
       "      <td>2.74</td>\n",
       "      <td>4787.05</td>\n",
       "      <td>2018-11-02</td>\n",
       "      <td>1.69</td>\n",
       "      <td>13,611.80</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.25</td>\n",
       "      <td>24.90</td>\n",
       "      <td>1.6749</td>\n",
       "      <td>5.10</td>\n",
       "      <td>26.52</td>\n",
       "      <td>8.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>339.06</td>\n",
       "      <td>1.09</td>\n",
       "      <td>4659.39</td>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>1.73</td>\n",
       "      <td>13,223.38</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>24.10</td>\n",
       "      <td>2.0576</td>\n",
       "      <td>6.95</td>\n",
       "      <td>32.52</td>\n",
       "      <td>8.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>334.53</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>4608.92</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>1.75</td>\n",
       "      <td>13,046.80</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>20.09</td>\n",
       "      <td>1.7505</td>\n",
       "      <td>6.52</td>\n",
       "      <td>27.66</td>\n",
       "      <td>8.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>338.04</td>\n",
       "      <td>4.96</td>\n",
       "      <td>4652.08</td>\n",
       "      <td>2018-10-30</td>\n",
       "      <td>1.74</td>\n",
       "      <td>13,183.49</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.24</td>\n",
       "      <td>20.29</td>\n",
       "      <td>2.2970</td>\n",
       "      <td>8.54</td>\n",
       "      <td>36.30</td>\n",
       "      <td>8.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>321.00</td>\n",
       "      <td>-0.98</td>\n",
       "      <td>4432.35</td>\n",
       "      <td>2018-10-29</td>\n",
       "      <td>1.83</td>\n",
       "      <td>12,518.98</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>19.34</td>\n",
       "      <td>1.1590</td>\n",
       "      <td>4.97</td>\n",
       "      <td>18.26</td>\n",
       "      <td>7.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>324.26</td>\n",
       "      <td>-2.65</td>\n",
       "      <td>4476.33</td>\n",
       "      <td>2018-10-26</td>\n",
       "      <td>1.82</td>\n",
       "      <td>12,646.14</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>19.53</td>\n",
       "      <td>1.9642</td>\n",
       "      <td>7.38</td>\n",
       "      <td>30.95</td>\n",
       "      <td>7.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>340.87</td>\n",
       "      <td>3.95</td>\n",
       "      <td>4598.30</td>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>1.78</td>\n",
       "      <td>12,953.13</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>20.00</td>\n",
       "      <td>2.2055</td>\n",
       "      <td>8.16</td>\n",
       "      <td>34.63</td>\n",
       "      <td>8.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>328.12</td>\n",
       "      <td>2.14</td>\n",
       "      <td>4423.71</td>\n",
       "      <td>2018-10-24</td>\n",
       "      <td>1.85</td>\n",
       "      <td>12,468.48</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>19.24</td>\n",
       "      <td>2.0971</td>\n",
       "      <td>8.19</td>\n",
       "      <td>32.93</td>\n",
       "      <td>7.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>317.18</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>4331.21</td>\n",
       "      <td>2018-10-23</td>\n",
       "      <td>1.93</td>\n",
       "      <td>12,052.85</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.15</td>\n",
       "      <td>18.78</td>\n",
       "      <td>1.9963</td>\n",
       "      <td>7.19</td>\n",
       "      <td>30.94</td>\n",
       "      <td>7.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>317.72</td>\n",
       "      <td>10.00</td>\n",
       "      <td>4342.76</td>\n",
       "      <td>2018-10-22</td>\n",
       "      <td>1.93</td>\n",
       "      <td>12,073.38</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.16</td>\n",
       "      <td>18.83</td>\n",
       "      <td>1.1842</td>\n",
       "      <td>3.86</td>\n",
       "      <td>18.35</td>\n",
       "      <td>7.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>288.82</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3947.96</td>\n",
       "      <td>2018-10-19</td>\n",
       "      <td>2.12</td>\n",
       "      <td>10,975.18</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.05</td>\n",
       "      <td>17.12</td>\n",
       "      <td>0.6063</td>\n",
       "      <td>2.59</td>\n",
       "      <td>9.40</td>\n",
       "      <td>6.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>279.86</td>\n",
       "      <td>-1.79</td>\n",
       "      <td>3818.17</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>2.20</td>\n",
       "      <td>10,634.69</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.02</td>\n",
       "      <td>16.55</td>\n",
       "      <td>0.3854</td>\n",
       "      <td>1.87</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>285.27</td>\n",
       "      <td>1.20</td>\n",
       "      <td>3887.74</td>\n",
       "      <td>2018-10-17</td>\n",
       "      <td>2.16</td>\n",
       "      <td>10,840.45</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.04</td>\n",
       "      <td>16.86</td>\n",
       "      <td>0.4101</td>\n",
       "      <td>1.81</td>\n",
       "      <td>6.36</td>\n",
       "      <td>6.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>328.20</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>4442.65</td>\n",
       "      <td>2018-08-13</td>\n",
       "      <td>1.45</td>\n",
       "      <td>12,471.71</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.17</td>\n",
       "      <td>17.79</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>1.58</td>\n",
       "      <td>5.32</td>\n",
       "      <td>7.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>329.90</td>\n",
       "      <td>0.05</td>\n",
       "      <td>4468.44</td>\n",
       "      <td>2018-08-10</td>\n",
       "      <td>1.42</td>\n",
       "      <td>12,536.28</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.17</td>\n",
       "      <td>17.90</td>\n",
       "      <td>0.3064</td>\n",
       "      <td>1.44</td>\n",
       "      <td>4.75</td>\n",
       "      <td>7.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>329.61</td>\n",
       "      <td>1.94</td>\n",
       "      <td>4466.03</td>\n",
       "      <td>2018-08-09</td>\n",
       "      <td>1.42</td>\n",
       "      <td>12,525.16</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.16</td>\n",
       "      <td>17.63</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>1.83</td>\n",
       "      <td>7.25</td>\n",
       "      <td>7.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>323.60</td>\n",
       "      <td>-1.83</td>\n",
       "      <td>4381.03</td>\n",
       "      <td>2018-08-08</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12,296.93</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.14</td>\n",
       "      <td>17.30</td>\n",
       "      <td>0.3779</td>\n",
       "      <td>1.71</td>\n",
       "      <td>5.86</td>\n",
       "      <td>7.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>328.97</td>\n",
       "      <td>3.09</td>\n",
       "      <td>4462.74</td>\n",
       "      <td>2018-08-07</td>\n",
       "      <td>1.62</td>\n",
       "      <td>12,500.81</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.16</td>\n",
       "      <td>17.62</td>\n",
       "      <td>0.4562</td>\n",
       "      <td>2.03</td>\n",
       "      <td>7.07</td>\n",
       "      <td>7.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>319.18</td>\n",
       "      <td>-1.21</td>\n",
       "      <td>4328.99</td>\n",
       "      <td>2018-08-06</td>\n",
       "      <td>1.67</td>\n",
       "      <td>12,128.78</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.14</td>\n",
       "      <td>17.09</td>\n",
       "      <td>0.4050</td>\n",
       "      <td>1.93</td>\n",
       "      <td>6.28</td>\n",
       "      <td>7.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>323.28</td>\n",
       "      <td>-0.83</td>\n",
       "      <td>4382.06</td>\n",
       "      <td>2018-08-03</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12,284.51</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.15</td>\n",
       "      <td>17.30</td>\n",
       "      <td>0.2894</td>\n",
       "      <td>1.35</td>\n",
       "      <td>4.49</td>\n",
       "      <td>7.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>325.91</td>\n",
       "      <td>-2.83</td>\n",
       "      <td>4418.80</td>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>1.79</td>\n",
       "      <td>12,384.58</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.16</td>\n",
       "      <td>17.45</td>\n",
       "      <td>0.5593</td>\n",
       "      <td>1.94</td>\n",
       "      <td>8.67</td>\n",
       "      <td>7.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>335.30</td>\n",
       "      <td>-2.34</td>\n",
       "      <td>4547.53</td>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>1.73</td>\n",
       "      <td>12,741.23</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.19</td>\n",
       "      <td>17.96</td>\n",
       "      <td>0.4415</td>\n",
       "      <td>1.93</td>\n",
       "      <td>6.84</td>\n",
       "      <td>8.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>343.17</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4656.51</td>\n",
       "      <td>2018-07-31</td>\n",
       "      <td>1.48</td>\n",
       "      <td>13,040.58</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>18.39</td>\n",
       "      <td>0.3242</td>\n",
       "      <td>1.69</td>\n",
       "      <td>5.02</td>\n",
       "      <td>8.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>342.22</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>4650.16</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>1.48</td>\n",
       "      <td>13,004.40</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>18.36</td>\n",
       "      <td>0.4416</td>\n",
       "      <td>1.78</td>\n",
       "      <td>6.84</td>\n",
       "      <td>8.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>344.04</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>4673.25</td>\n",
       "      <td>2018-07-27</td>\n",
       "      <td>1.67</td>\n",
       "      <td>13,073.40</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>18.46</td>\n",
       "      <td>0.4209</td>\n",
       "      <td>1.84</td>\n",
       "      <td>6.52</td>\n",
       "      <td>8.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>346.07</td>\n",
       "      <td>-0.83</td>\n",
       "      <td>4700.72</td>\n",
       "      <td>2018-07-26</td>\n",
       "      <td>1.66</td>\n",
       "      <td>13,150.79</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>18.56</td>\n",
       "      <td>0.5463</td>\n",
       "      <td>2.02</td>\n",
       "      <td>8.47</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>348.44</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>4740.04</td>\n",
       "      <td>2018-07-25</td>\n",
       "      <td>1.64</td>\n",
       "      <td>13,240.84</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.24</td>\n",
       "      <td>18.72</td>\n",
       "      <td>0.5892</td>\n",
       "      <td>2.07</td>\n",
       "      <td>9.13</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>350.65</td>\n",
       "      <td>1.74</td>\n",
       "      <td>4768.46</td>\n",
       "      <td>2018-07-24</td>\n",
       "      <td>1.63</td>\n",
       "      <td>13,324.70</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.25</td>\n",
       "      <td>18.84</td>\n",
       "      <td>1.1070</td>\n",
       "      <td>3.22</td>\n",
       "      <td>17.16</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>344.81</td>\n",
       "      <td>1.36</td>\n",
       "      <td>4687.12</td>\n",
       "      <td>2018-07-23</td>\n",
       "      <td>1.66</td>\n",
       "      <td>13,102.86</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.6957</td>\n",
       "      <td>2.55</td>\n",
       "      <td>10.78</td>\n",
       "      <td>8.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>340.28</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4624.26</td>\n",
       "      <td>2018-07-20</td>\n",
       "      <td>1.74</td>\n",
       "      <td>12,930.81</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.21</td>\n",
       "      <td>18.27</td>\n",
       "      <td>0.7828</td>\n",
       "      <td>3.39</td>\n",
       "      <td>12.13</td>\n",
       "      <td>8.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>329.87</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>4478.59</td>\n",
       "      <td>2018-07-19</td>\n",
       "      <td>1.82</td>\n",
       "      <td>12,535.07</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.17</td>\n",
       "      <td>17.69</td>\n",
       "      <td>0.3282</td>\n",
       "      <td>1.53</td>\n",
       "      <td>5.09</td>\n",
       "      <td>8.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>331.44</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>4496.66</td>\n",
       "      <td>2018-07-18</td>\n",
       "      <td>1.81</td>\n",
       "      <td>12,594.56</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>17.76</td>\n",
       "      <td>0.3519</td>\n",
       "      <td>1.52</td>\n",
       "      <td>5.45</td>\n",
       "      <td>8.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>333.98</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>4531.99</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>1.81</td>\n",
       "      <td>12,691.30</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>17.90</td>\n",
       "      <td>0.3565</td>\n",
       "      <td>1.69</td>\n",
       "      <td>5.53</td>\n",
       "      <td>8.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>336.49</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>4567.41</td>\n",
       "      <td>2018-07-16</td>\n",
       "      <td>1.73</td>\n",
       "      <td>12,786.57</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.19</td>\n",
       "      <td>18.04</td>\n",
       "      <td>0.3719</td>\n",
       "      <td>1.73</td>\n",
       "      <td>5.76</td>\n",
       "      <td>8.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>180.32</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>4588.47</td>\n",
       "      <td>2018-07-13</td>\n",
       "      <td>1.72</td>\n",
       "      <td>6,852.07</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.13</td>\n",
       "      <td>0.9200</td>\n",
       "      <td>2.01</td>\n",
       "      <td>7.47</td>\n",
       "      <td>8.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>180.91</td>\n",
       "      <td>3.17</td>\n",
       "      <td>4603.56</td>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>1.74</td>\n",
       "      <td>6,874.60</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.19</td>\n",
       "      <td>1.2200</td>\n",
       "      <td>2.18</td>\n",
       "      <td>9.86</td>\n",
       "      <td>8.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>328.72</td>\n",
       "      <td>-3.07</td>\n",
       "      <td>4462.18</td>\n",
       "      <td>2018-07-11</td>\n",
       "      <td>1.79</td>\n",
       "      <td>12,491.51</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.17</td>\n",
       "      <td>17.63</td>\n",
       "      <td>0.5467</td>\n",
       "      <td>2.23</td>\n",
       "      <td>8.47</td>\n",
       "      <td>8.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>339.10</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>4603.66</td>\n",
       "      <td>2018-07-10</td>\n",
       "      <td>1.73</td>\n",
       "      <td>12,885.91</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.19</td>\n",
       "      <td>0.4732</td>\n",
       "      <td>2.01</td>\n",
       "      <td>7.33</td>\n",
       "      <td>8.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>339.54</td>\n",
       "      <td>1.89</td>\n",
       "      <td>4606.97</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12,902.55</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.20</td>\n",
       "      <td>0.4782</td>\n",
       "      <td>2.11</td>\n",
       "      <td>7.41</td>\n",
       "      <td>8.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>333.24</td>\n",
       "      <td>0.64</td>\n",
       "      <td>4521.31</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>1.72</td>\n",
       "      <td>12,663.29</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>17.86</td>\n",
       "      <td>0.6765</td>\n",
       "      <td>2.71</td>\n",
       "      <td>10.49</td>\n",
       "      <td>8.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>331.30</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>4492.73</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>1.81</td>\n",
       "      <td>12,589.27</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.17</td>\n",
       "      <td>17.75</td>\n",
       "      <td>0.4709</td>\n",
       "      <td>2.11</td>\n",
       "      <td>7.30</td>\n",
       "      <td>8.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>335.04</td>\n",
       "      <td>-1.51</td>\n",
       "      <td>4540.75</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>1.80</td>\n",
       "      <td>12,731.43</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.18</td>\n",
       "      <td>17.94</td>\n",
       "      <td>0.4479</td>\n",
       "      <td>1.93</td>\n",
       "      <td>6.94</td>\n",
       "      <td>8.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>339.76</td>\n",
       "      <td>1.49</td>\n",
       "      <td>4610.49</td>\n",
       "      <td>2018-07-03</td>\n",
       "      <td>1.77</td>\n",
       "      <td>12,910.93</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.22</td>\n",
       "      <td>0.5325</td>\n",
       "      <td>1.96</td>\n",
       "      <td>8.25</td>\n",
       "      <td>8.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   avg_float_mv chg_pct    close       date dividend_yield_ratio   float_mv  \\\n",
       "0        334.22    0.34  4681.34 2018-11-27                 1.85  13,368.72   \n",
       "1        333.36   -0.45  4665.29 2018-11-26                 1.86  13,334.56   \n",
       "2        335.20   -3.27  4686.16 2018-11-23                 1.85  13,408.04   \n",
       "3        346.04   -1.04  4844.35 2018-11-22                 1.79  13,841.48   \n",
       "4        349.72    0.15  4895.19 2018-11-21                 1.77  13,988.89   \n",
       "5        348.54   -4.51  4888.02 2018-11-20                 1.77  13,941.45   \n",
       "6        365.22    3.08  5119.03 2018-11-19                 1.69  14,608.77   \n",
       "7        354.39    2.53  4966.01 2018-11-16                 1.75  14,175.57   \n",
       "8        345.56    2.87  4843.40 2018-11-15                 1.79  13,822.50   \n",
       "9        335.80   -1.61  4708.28 2018-11-14                 1.72  13,432.04   \n",
       "10       341.34    2.56  4785.35 2018-11-13                 1.69  13,653.69   \n",
       "11       333.03    1.85  4665.74 2018-11-12                 1.73  13,321.24   \n",
       "12       327.02   -0.05  4580.91 2018-11-09                 1.77  13,080.74   \n",
       "13       326.96   -1.63  4583.43 2018-11-08                 1.76  13,078.59   \n",
       "14       331.41   -1.88  4659.51 2018-11-07                 1.74  13,256.39   \n",
       "15       337.89   -0.88  4748.89 2018-11-06                 1.70  13,515.76   \n",
       "16       340.35    0.08  4790.97 2018-11-05                 1.69  13,614.07   \n",
       "17       340.30    2.74  4787.05 2018-11-02                 1.69  13,611.80   \n",
       "18       339.06    1.09  4659.39 2018-11-01                 1.73  13,223.38   \n",
       "19       334.53   -0.93  4608.92 2018-10-31                 1.75  13,046.80   \n",
       "20       338.04    4.96  4652.08 2018-10-30                 1.74  13,183.49   \n",
       "21       321.00   -0.98  4432.35 2018-10-29                 1.83  12,518.98   \n",
       "22       324.26   -2.65  4476.33 2018-10-26                 1.82  12,646.14   \n",
       "23       340.87    3.95  4598.30 2018-10-25                 1.78  12,953.13   \n",
       "24       328.12    2.14  4423.71 2018-10-24                 1.85  12,468.48   \n",
       "25       317.18   -0.27  4331.21 2018-10-23                 1.93  12,052.85   \n",
       "26       317.72   10.00  4342.76 2018-10-22                 1.93  12,073.38   \n",
       "27       288.82    3.40  3947.96 2018-10-19                 2.12  10,975.18   \n",
       "28       279.86   -1.79  3818.17 2018-10-18                 2.20  10,634.69   \n",
       "29       285.27    1.20  3887.74 2018-10-17                 2.16  10,840.45   \n",
       "..          ...     ...      ...        ...                  ...        ...   \n",
       "70       328.20   -0.58  4442.65 2018-08-13                 1.45  12,471.71   \n",
       "71       329.90    0.05  4468.44 2018-08-10                 1.42  12,536.28   \n",
       "72       329.61    1.94  4466.03 2018-08-09                 1.42  12,525.16   \n",
       "73       323.60   -1.83  4381.03 2018-08-08                 1.65  12,296.93   \n",
       "74       328.97    3.09  4462.74 2018-08-07                 1.62  12,500.81   \n",
       "75       319.18   -1.21  4328.99 2018-08-06                 1.67  12,128.78   \n",
       "76       323.28   -0.83  4382.06 2018-08-03                 1.65  12,284.51   \n",
       "77       325.91   -2.83  4418.80 2018-08-02                 1.79  12,384.58   \n",
       "78       335.30   -2.34  4547.53 2018-08-01                 1.73  12,741.23   \n",
       "79       343.17    0.14  4656.51 2018-07-31                 1.48  13,040.58   \n",
       "80       342.22   -0.49  4650.16 2018-07-30                 1.48  13,004.40   \n",
       "81       344.04   -0.58  4673.25 2018-07-27                 1.67  13,073.40   \n",
       "82       346.07   -0.83  4700.72 2018-07-26                 1.66  13,150.79   \n",
       "83       348.44   -0.60  4740.04 2018-07-25                 1.64  13,240.84   \n",
       "84       350.65    1.74  4768.46 2018-07-24                 1.63  13,324.70   \n",
       "85       344.81    1.36  4687.12 2018-07-23                 1.66  13,102.86   \n",
       "86       340.28    3.25  4624.26 2018-07-20                 1.74  12,930.81   \n",
       "87       329.87   -0.40  4478.59 2018-07-19                 1.82  12,535.07   \n",
       "88       331.44   -0.78  4496.66 2018-07-18                 1.81  12,594.56   \n",
       "89       333.98   -0.78  4531.99 2018-07-17                 1.81  12,691.30   \n",
       "90       336.49   -0.46  4567.41 2018-07-16                 1.73  12,786.57   \n",
       "91       180.32   -0.33  4588.47 2018-07-13                 1.72   6,852.07   \n",
       "92       180.91    3.17  4603.56 2018-07-12                 1.74   6,874.60   \n",
       "93       328.72   -3.07  4462.18 2018-07-11                 1.79  12,491.51   \n",
       "94       339.10   -0.07  4603.66 2018-07-10                 1.73  12,885.91   \n",
       "95       339.54    1.89  4606.97 2018-07-09                 1.65  12,902.55   \n",
       "96       333.24    0.64  4521.31 2018-07-06                 1.72  12,663.29   \n",
       "97       331.30   -1.06  4492.73 2018-07-05                 1.81  12,589.27   \n",
       "98       335.04   -1.51  4540.75 2018-07-04                 1.80  12,731.43   \n",
       "99       339.76    1.49  4610.49 2018-07-03                 1.77  12,910.93   \n",
       "\n",
       "   index_code index_name    pb     pe turn_rate turnover_pct volume  vwap  \n",
       "0      851931         证券  1.23  24.36    0.7169         3.51  11.35  8.43  \n",
       "1      851931         证券  1.22  24.27    0.7550         3.61  11.95  8.42  \n",
       "2      851931         证券  1.23  24.38    1.1671         4.08  18.48  8.44  \n",
       "3      851931         证券  1.27  25.20    1.1062         4.62  17.52  8.79  \n",
       "4      851931         证券  1.28  25.47    1.3392         5.19  21.20  8.91  \n",
       "5      851931         证券  1.28  25.43    1.9009         6.08  30.10  8.88  \n",
       "6      851931         证券  1.34  26.63    2.4235         7.37  38.37  9.31  \n",
       "7      851931         证券  1.30  25.84    2.4720         6.59  39.14  8.98  \n",
       "8      851931         证券  1.27  25.20    1.6880         5.15  26.73  8.71  \n",
       "9      851931         证券  1.23  24.50    1.6718         4.46  26.47  8.42  \n",
       "10     851931         证券  1.25  24.90    2.2613         5.78  35.80  8.57  \n",
       "11     851931         证券  1.22  24.27    1.0876         3.85  17.22  8.33  \n",
       "12     851931         证券  1.20  23.83    0.9812         4.26  15.54  8.15  \n",
       "13     851931         证券  1.20  23.84    1.3584         5.51  21.51  8.16  \n",
       "14     851931         证券  1.22  24.24    1.1551         4.35  18.29  8.28  \n",
       "15     851931         证券  1.24  24.70    1.4415         5.97  22.82  8.45  \n",
       "16     851931         证券  1.26  24.92    1.5568         5.20  24.65  8.57  \n",
       "17     851931         证券  1.25  24.90    1.6749         5.10  26.52  8.49  \n",
       "18     851931         证券  1.22  24.10    2.0576         6.95  32.52  8.11  \n",
       "19     851931         证券  1.20  20.09    1.7505         6.52  27.66  8.03  \n",
       "20     851931         证券  1.24  20.29    2.2970         8.54  36.30  8.11  \n",
       "21     851931         证券  1.18  19.34    1.1590         4.97  18.26  7.67  \n",
       "22     851931         证券  1.20  19.53    1.9642         7.38  30.95  7.73  \n",
       "23     851931         证券  1.23  20.00    2.2055         8.16  34.63  8.04  \n",
       "24     851931         证券  1.18  19.24    2.0971         8.19  32.93  7.67  \n",
       "25     851931         证券  1.15  18.78    1.9963         7.19  30.94  7.50  \n",
       "26     851931         证券  1.16  18.83    1.1842         3.86  18.35  7.46  \n",
       "27     851931         证券  1.05  17.12    0.6063         2.59   9.40  6.78  \n",
       "28     851931         证券  1.02  16.55    0.3854         1.87   5.97  6.57  \n",
       "29     851931         证券  1.04  16.86    0.4101         1.81   6.36  6.69  \n",
       "..        ...        ...   ...    ...       ...          ...    ...   ...  \n",
       "70     851931         证券  1.17  17.79    0.3430         1.58   5.32  7.95  \n",
       "71     851931         证券  1.17  17.90    0.3064         1.44   4.75  7.99  \n",
       "72     851931         证券  1.16  17.63    0.4680         1.83   7.25  7.98  \n",
       "73     851931         证券  1.14  17.30    0.3779         1.71   5.86  7.83  \n",
       "74     851931         证券  1.16  17.62    0.4562         2.03   7.07  7.99  \n",
       "75     851931         证券  1.14  17.09    0.4050         1.93   6.28  7.76  \n",
       "76     851931         证券  1.15  17.30    0.2894         1.35   4.49  7.87  \n",
       "77     851931         证券  1.16  17.45    0.5593         1.94   8.67  7.95  \n",
       "78     851931         证券  1.19  17.96    0.4415         1.93   6.84  8.22  \n",
       "79     851931         证券  1.22  18.39    0.3242         1.69   5.02  8.42  \n",
       "80     851931         证券  1.22  18.36    0.4416         1.78   6.84  8.39  \n",
       "81     851931         证券  1.22  18.46    0.4209         1.84   6.52  8.47  \n",
       "82     851931         证券  1.23  18.56    0.5463         2.02   8.47  8.53  \n",
       "83     851931         证券  1.24  18.72    0.5892         2.07   9.13  8.58  \n",
       "84     851931         证券  1.25  18.84    1.1070         3.22  17.16  8.64  \n",
       "85     851931         证券  1.23  18.52    0.6957         2.55  10.78  8.48  \n",
       "86     851931         证券  1.21  18.27    0.7828         3.39  12.13  8.38  \n",
       "87     851931         证券  1.17  17.69    0.3282         1.53   5.09  8.10  \n",
       "88     851931         证券  1.18  17.76    0.3519         1.52   5.45  8.18  \n",
       "89     851931         证券  1.18  17.90    0.3565         1.69   5.53  8.26  \n",
       "90     851931         证券  1.19  18.04    0.3719         1.73   5.76  8.30  \n",
       "91     851931         证券  1.20  18.13    0.9200         2.01   7.47  8.37  \n",
       "92     851931         证券  1.20  18.19    1.2200         2.18   9.86  8.40  \n",
       "93     851931         证券  1.17  17.63    0.5467         2.23   8.47  8.11  \n",
       "94     851931         证券  1.20  18.19    0.4732         2.01   7.33  8.38  \n",
       "95     851931         证券  1.20  18.20    0.4782         2.11   7.41  8.38  \n",
       "96     851931         证券  1.18  17.86    0.6765         2.71  10.49  8.23  \n",
       "97     851931         证券  1.17  17.75    0.4709         2.11   7.30  8.19  \n",
       "98     851931         证券  1.18  17.94    0.4479         1.93   6.94  8.25  \n",
       "99     851931         证券  1.20  18.22    0.5325         1.96   8.25  8.43  \n",
       "\n",
       "[100 rows x 14 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-6-c69789507fe0>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-6-c69789507fe0>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    help get_index_dailyindicator\u001b[0m\n\u001b[1;37m                                ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "help get_index_dailyindicator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>801001</th>\n",
       "      <td>申万50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801002</th>\n",
       "      <td>申万中小板</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         name\n",
       "code         \n",
       "801001   申万50\n",
       "801002  申万中小板"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sw_index_info = pd.read_csv(\"C:\\\\quanttime\\\\data\\\\index\\\\sw\\\\sw_index_code_info.csv\",index_col=[\"code\"],encoding=\"gbk\")\n",
    "sw_index_info.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index(\"date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_float_mv</th>\n",
       "      <th>chg_pct</th>\n",
       "      <th>close</th>\n",
       "      <th>dividend_yield_ratio</th>\n",
       "      <th>float_mv</th>\n",
       "      <th>index_code</th>\n",
       "      <th>index_name</th>\n",
       "      <th>pb</th>\n",
       "      <th>pe</th>\n",
       "      <th>turn_rate</th>\n",
       "      <th>turnover_pct</th>\n",
       "      <th>volume</th>\n",
       "      <th>vwap</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-11-27</th>\n",
       "      <td>334.22</td>\n",
       "      <td>0.34</td>\n",
       "      <td>4681.34</td>\n",
       "      <td>1.85</td>\n",
       "      <td>13,368.72</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>24.36</td>\n",
       "      <td>0.7169</td>\n",
       "      <td>3.51</td>\n",
       "      <td>11.35</td>\n",
       "      <td>8.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-26</th>\n",
       "      <td>333.36</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>4665.29</td>\n",
       "      <td>1.86</td>\n",
       "      <td>13,334.56</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.22</td>\n",
       "      <td>24.27</td>\n",
       "      <td>0.7550</td>\n",
       "      <td>3.61</td>\n",
       "      <td>11.95</td>\n",
       "      <td>8.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-23</th>\n",
       "      <td>335.20</td>\n",
       "      <td>-3.27</td>\n",
       "      <td>4686.16</td>\n",
       "      <td>1.85</td>\n",
       "      <td>13,408.04</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.23</td>\n",
       "      <td>24.38</td>\n",
       "      <td>1.1671</td>\n",
       "      <td>4.08</td>\n",
       "      <td>18.48</td>\n",
       "      <td>8.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-22</th>\n",
       "      <td>346.04</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>4844.35</td>\n",
       "      <td>1.79</td>\n",
       "      <td>13,841.48</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.27</td>\n",
       "      <td>25.20</td>\n",
       "      <td>1.1062</td>\n",
       "      <td>4.62</td>\n",
       "      <td>17.52</td>\n",
       "      <td>8.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-21</th>\n",
       "      <td>349.72</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4895.19</td>\n",
       "      <td>1.77</td>\n",
       "      <td>13,988.89</td>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>1.28</td>\n",
       "      <td>25.47</td>\n",
       "      <td>1.3392</td>\n",
       "      <td>5.19</td>\n",
       "      <td>21.20</td>\n",
       "      <td>8.91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           avg_float_mv chg_pct    close dividend_yield_ratio   float_mv  \\\n",
       "date                                                                       \n",
       "2018-11-27       334.22    0.34  4681.34                 1.85  13,368.72   \n",
       "2018-11-26       333.36   -0.45  4665.29                 1.86  13,334.56   \n",
       "2018-11-23       335.20   -3.27  4686.16                 1.85  13,408.04   \n",
       "2018-11-22       346.04   -1.04  4844.35                 1.79  13,841.48   \n",
       "2018-11-21       349.72    0.15  4895.19                 1.77  13,988.89   \n",
       "\n",
       "           index_code index_name    pb     pe turn_rate turnover_pct volume  \\\n",
       "date                                                                          \n",
       "2018-11-27     851931         证券  1.23  24.36    0.7169         3.51  11.35   \n",
       "2018-11-26     851931         证券  1.22  24.27    0.7550         3.61  11.95   \n",
       "2018-11-23     851931         证券  1.23  24.38    1.1671         4.08  18.48   \n",
       "2018-11-22     851931         证券  1.27  25.20    1.1062         4.62  17.52   \n",
       "2018-11-21     851931         证券  1.28  25.47    1.3392         5.19  21.20   \n",
       "\n",
       "            vwap  \n",
       "date              \n",
       "2018-11-27  8.43  \n",
       "2018-11-26  8.42  \n",
       "2018-11-23  8.44  \n",
       "2018-11-22  8.79  \n",
       "2018-11-21  8.91  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df801001=pd.read_csv(\"C:\\\\quanttime\\\\data\\\\index\\\\sw\\\\801001.csv\",index_col=[\"date\"],encoding=\"gbk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_float_mv</th>\n",
       "      <th>chg_pct</th>\n",
       "      <th>close</th>\n",
       "      <th>dividend_yield_ratio</th>\n",
       "      <th>float_mv</th>\n",
       "      <th>index_code</th>\n",
       "      <th>index_name</th>\n",
       "      <th>pb</th>\n",
       "      <th>pe</th>\n",
       "      <th>turn_rate</th>\n",
       "      <th>turnover_pct</th>\n",
       "      <th>volume</th>\n",
       "      <th>vwap</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-02</th>\n",
       "      <td>57.82</td>\n",
       "      <td>1.25</td>\n",
       "      <td>940.09</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2,891.20</td>\n",
       "      <td>801001</td>\n",
       "      <td>申万50</td>\n",
       "      <td>2.98</td>\n",
       "      <td>27.37</td>\n",
       "      <td>2.30</td>\n",
       "      <td>36.30</td>\n",
       "      <td>8.21</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>60.51</td>\n",
       "      <td>4.65</td>\n",
       "      <td>983.79</td>\n",
       "      <td>1.02</td>\n",
       "      <td>3,025.40</td>\n",
       "      <td>801001</td>\n",
       "      <td>申万50</td>\n",
       "      <td>3.12</td>\n",
       "      <td>28.63</td>\n",
       "      <td>4.27</td>\n",
       "      <td>39.61</td>\n",
       "      <td>15.23</td>\n",
       "      <td>10.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>61.87</td>\n",
       "      <td>0.67</td>\n",
       "      <td>990.35</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3,093.33</td>\n",
       "      <td>801001</td>\n",
       "      <td>申万50</td>\n",
       "      <td>3.16</td>\n",
       "      <td>29.08</td>\n",
       "      <td>4.83</td>\n",
       "      <td>40.38</td>\n",
       "      <td>17.35</td>\n",
       "      <td>10.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           avg_float_mv  chg_pct   close  dividend_yield_ratio  float_mv  \\\n",
       "date                                                                       \n",
       "2004-01-02        57.82     1.25  940.09                  1.08  2,891.20   \n",
       "2004-01-05        60.51     4.65  983.79                  1.02  3,025.40   \n",
       "2004-01-06        61.87     0.67  990.35                  1.00  3,093.33   \n",
       "\n",
       "            index_code index_name    pb     pe  turn_rate  turnover_pct  \\\n",
       "date                                                                      \n",
       "2004-01-02      801001       申万50  2.98  27.37       2.30         36.30   \n",
       "2004-01-05      801001       申万50  3.12  28.63       4.27         39.61   \n",
       "2004-01-06      801001       申万50  3.16  29.08       4.83         40.38   \n",
       "\n",
       "            volume   vwap  \n",
       "date                       \n",
       "2004-01-02    8.21  10.00  \n",
       "2004-01-05   15.23  10.37  \n",
       "2004-01-06   17.35  10.48  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df801001 = df801001.sort_index()\n",
    "df801001.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(     avg_float_mv chg_pct    close       date dividend_yield_ratio   float_mv  \\\n",
       " 0           58.88    1.32  4747.79 2018-11-28                 1.15  54,054.67   \n",
       " 1           58.09    0.58  4685.81 2018-11-27                 1.16  53,322.95   \n",
       " 2           57.79   -0.38  4658.57 2018-11-26                 1.17  53,054.31   \n",
       " 3           57.94   -3.91  4676.16 2018-11-23                 1.16  53,185.19   \n",
       " 4           60.18    0.26  4866.56 2018-11-22                 1.12  55,247.59   \n",
       " 5           59.99    0.53  4853.86 2018-11-21                 1.12  55,067.20   \n",
       " 6           59.47   -2.77  4828.03 2018-11-20                 1.13  54,596.63   \n",
       " 7           61.12    0.34  4965.38 2018-11-19                 1.10  56,112.16   \n",
       " 8           60.83    0.93  4948.39 2018-11-16                 1.41  55,844.57   \n",
       " 9           60.28    1.31  4902.71 2018-11-15                 1.43  55,339.05   \n",
       " 10          59.56   -0.54  4839.53 2018-11-14                 1.45  54,675.47   \n",
       " 11          59.89    1.75  4865.98 2018-11-13                 1.44  54,979.06   \n",
       " 12          58.88    2.72  4782.19 2018-11-12                 1.46  54,050.05   \n",
       " 13          57.39   -0.33  4655.47 2018-11-09                 1.50  52,680.42   \n",
       " 14          57.57   -0.47  4670.92 2018-11-08                 1.50  52,852.17   \n",
       " 15          57.82   -0.50  4692.95 2018-11-07                 1.49  53,081.57   \n",
       " 16          58.15   -0.76  4716.31 2018-11-06                 1.49  53,377.73   \n",
       " 17          58.56    0.15  4752.32 2018-11-05                 1.48  53,756.06   \n",
       " 18          58.48    3.59  4745.10 2018-11-02                 1.48  53,681.23   \n",
       " 19          56.52    1.00  4580.45 2018-11-01                 1.53  51,828.87   \n",
       " 20          55.89    1.45  4535.12 2018-10-31                 1.55  51,247.18   \n",
       " 21          55.07    0.67  4470.18 2018-10-30                 1.57  50,496.59   \n",
       " 22          54.74   -1.77  4440.46 2018-10-29                 1.58  50,137.94   \n",
       " 23          55.77   -0.12  4520.51 2018-10-26                 1.55  51,088.34   \n",
       " 24          55.78   -0.49  4526.11 2018-10-25                 1.55  51,091.14   \n",
       " 25          55.97   -0.39  4548.59 2018-10-24                 1.53  51,265.62   \n",
       " 26          56.14   -1.88  4566.36 2018-10-23                 1.52  51,422.19   \n",
       " 27          57.21    4.95  4654.08 2018-10-22                 1.49  52,406.84   \n",
       " 28          54.54    2.23  4434.77 2018-10-19                 1.56  49,962.66   \n",
       " 29          53.35   -2.75  4338.11 2018-10-18                 1.60  48,870.50   \n",
       " ...           ...     ...      ...        ...                  ...        ...   \n",
       " 3092         3.73   -0.84   910.51 2006-02-23                 1.52     186.35   \n",
       " 3093         3.76   -0.68   918.19 2006-02-22                 1.51     187.92   \n",
       " 3094         3.78    2.74   924.44 2006-02-21                 1.50     189.20   \n",
       " 3095         3.68   -3.03   899.77 2006-02-20                 1.54     184.15   \n",
       " 3096         3.80   -1.72   927.88 2006-02-17                 1.50     189.91   \n",
       " 3097         3.86   -3.40   944.15 2006-02-16                 1.47     193.24   \n",
       " 3098         4.00   -0.72   977.43 2006-02-15                 1.42     200.05   \n",
       " 3099         4.03    1.31   984.52 2006-02-14                 1.41     201.50   \n",
       " 3100         3.98    1.50   971.75 2006-02-13                 1.43     198.89   \n",
       " 3101         3.92    1.36   957.37 2006-02-10                 1.45     195.94   \n",
       " 3102         3.87   -0.25   944.53 2006-02-09                 1.47     193.31   \n",
       " 3103         3.88    0.38   946.86 2006-02-08                 1.47     193.79   \n",
       " 3104         3.86   -1.24   943.27 2006-02-07                 1.47     193.05   \n",
       " 3105         3.91    3.66   955.14 2006-02-06                 1.45     195.48   \n",
       " 3106         3.77   -2.00   921.43 2006-01-25                 1.51     188.58   \n",
       " 3107         3.85    0.13   940.23 2006-01-24                 1.48     192.43   \n",
       " 3108         3.84   -1.09   939.02 2006-01-23                 1.48     192.18   \n",
       " 3109         3.89   -1.19   949.33 2006-01-20                 1.46     194.29   \n",
       " 3110         3.93   -0.42   960.77 2006-01-19                 1.45     196.63   \n",
       " 3111         3.95    1.33   964.81 2006-01-18                 1.44     197.46   \n",
       " 3112         3.90    0.35   952.16 2006-01-17                 1.46     194.87   \n",
       " 3113         3.88    0.34   948.87 2006-01-16                 1.46     194.20   \n",
       " 3114         3.87    0.23   945.66 2006-01-13                 1.47     193.54   \n",
       " 3115         3.86    2.64   943.52 2006-01-12                 1.47     193.10   \n",
       " 3116         3.76   -1.95   919.25 2006-01-11                 1.51     188.14   \n",
       " 3117         3.84   -0.53   937.49 2006-01-10                 1.48     191.87   \n",
       " 3118         3.86    2.62   942.45 2006-01-09                 1.47     192.89   \n",
       " 3119         3.76    0.49   918.41 2006-01-06                 1.51     187.97   \n",
       " 3120         3.74    0.81   913.91 2006-01-05                 1.52     187.04   \n",
       " 3121         3.71    0.13   906.57 2006-01-04                 1.53     185.54   \n",
       " \n",
       "      index_code index_name    pb     pe turn_rate turnover_pct  volume   vwap  \n",
       " 0        801002      申万中小板  2.15  21.90    1.5267        25.50   96.60  10.91  \n",
       " 1        801002      申万中小板  2.12  21.60    1.3305        26.54   84.17  10.78  \n",
       " 2        801002      申万中小板  2.11  21.44    1.3324        25.83   84.28  10.69  \n",
       " 3        801002      申万中小板  2.11  21.52    1.9377        26.05  122.43  10.76  \n",
       " 4        801002      申万中小板  2.20  22.40    1.7210        27.44  108.80  11.21  \n",
       " 5        801002      申万中小板  2.19  22.34    1.6904        24.60  106.84  11.18  \n",
       " 6        801002      申万中小板  2.18  22.22    2.0329        25.46  127.99  11.11  \n",
       " 7        801002      申万中小板  2.25  22.86    2.1242        24.57  133.59  11.40  \n",
       " 8        801002      申万中小板  2.24  22.78    2.2829        25.07  143.43  11.36  \n",
       " 9        801002      申万中小板  2.22  22.57    1.9880        24.47  124.91  11.26  \n",
       " 10       801002      申万中小板  2.19  22.28    2.2123        24.64  139.01  11.02  \n",
       " 11       801002      申万中小板  2.20  22.41    2.4755        24.92  155.50  11.05  \n",
       " 12       801002      申万中小板  2.16  22.03    1.7759        25.07  111.52  10.89  \n",
       " 13       801002      申万中小板  2.11  21.44    1.4825        25.58   93.09  10.60  \n",
       " 14       801002      申万中小板  2.11  21.53    1.4902        24.47   93.58  10.62  \n",
       " 15       801002      申万中小板  2.12  21.65    1.5447        23.37   96.94  10.63  \n",
       " 16       801002      申万中小板  2.14  21.77    1.4718        23.71   92.37  10.65  \n",
       " 17       801002      申万中小板  2.15  21.95    1.8060        24.43  113.31  10.71  \n",
       " 18       801002      申万中小板  2.15  21.93    1.8141        22.49  113.80  10.67  \n",
       " 19       801002      申万中小板  2.07  21.13    1.5350        21.25   96.24  10.34  \n",
       " 20       801002      申万中小板  2.05  20.91    1.2946        20.27   81.15  10.26  \n",
       " 21       801002      申万中小板  2.03  20.65    1.2466        20.29   78.03  10.12  \n",
       " 22       801002      申万中小板  2.02  20.51    1.0091        19.87   63.13   9.98  \n",
       " 23       801002      申万中小板  2.07  20.89    1.2128        21.15   75.86  10.12  \n",
       " 24       801002      申万中小板  2.08  20.91    1.3062        21.55   81.64  10.12  \n",
       " 25       801002      申万中小板  2.09  21.01    1.2490        21.01   78.03  10.22  \n",
       " 26       801002      申万中小板  2.10  21.11    1.5035        21.81   93.85  10.26  \n",
       " 27       801002      申万中小板  2.15  21.53    1.6984        21.16  105.99  10.40  \n",
       " 28       801002      申万中小板  2.05  20.50    1.2014        21.40   74.97   9.91  \n",
       " 29       801002      申万中小板  2.01  20.04    1.0546        21.65   65.80   9.68  \n",
       " ...         ...        ...   ...    ...       ...          ...     ...    ...  \n",
       " 3092     801002      申万中小板  2.30  22.48    2.6900         2.70    0.60   8.31  \n",
       " 3093     801002      申万中小板  2.32  22.66    3.0100         2.57    0.67   8.38  \n",
       " 3094     801002      申万中小板  2.34  22.81    3.1500         2.68    0.70   8.45  \n",
       " 3095     801002      申万中小板  2.27  22.19    3.6000         3.66    0.80   8.22  \n",
       " 3096     801002      申万中小板  2.35  22.89    3.5600         3.61    0.79   8.48  \n",
       " 3097     801002      申万中小板  2.39  23.30    4.2900         3.33    0.95   8.64  \n",
       " 3098     801002      申万中小板  2.48  24.11    3.2900         2.96    0.73   8.98  \n",
       " 3099     801002      申万中小板  2.50  24.28    3.0700         3.90    0.68   9.04  \n",
       " 3100     801002      申万中小板  2.46  23.95    3.5100         3.61    0.78   8.94  \n",
       " 3101     801002      申万中小板  2.43  23.59    3.5100         3.21    0.78   8.85  \n",
       " 3102     801002      申万中小板  2.39  23.29    3.2900         2.97    0.73   8.72  \n",
       " 3103     801002      申万中小板  2.40  23.36    2.7500         2.24    0.61   8.75  \n",
       " 3104     801002      申万中小板  2.39  23.27    4.6200         3.10    1.03   8.70  \n",
       " 3105     801002      申万中小板  2.42  23.56    3.6600         3.21    0.81   8.81  \n",
       " 3106     801002      申万中小板  2.34  22.72    5.2100         4.40    1.16   8.53  \n",
       " 3107     801002      申万中小板  2.38  23.18    4.0800         3.25    0.91   8.73  \n",
       " 3108     801002      申万中小板  2.38  23.14    4.1300         3.52    0.92   8.73  \n",
       " 3109     801002      申万中小板  2.41  23.41    4.2300         3.23    0.94   8.80  \n",
       " 3110     801002      申万中小板  2.44  23.70    3.9900         3.42    0.89   8.92  \n",
       " 3111     801002      申万中小板  2.45  23.81    4.5900         4.37    1.02   8.95  \n",
       " 3112     801002      申万中小板  2.42  23.49    4.2900         5.41    0.95   8.82  \n",
       " 3113     801002      申万中小板  2.41  23.41    5.5400         5.34    1.23   8.77  \n",
       " 3114     801002      申万中小板  2.40  23.32    4.5200         4.05    1.00   8.75  \n",
       " 3115     801002      申万中小板  2.39  23.26    4.5700         4.19    1.02   8.74  \n",
       " 3116     801002      申万中小板  2.33  22.66    4.0100         3.21    0.89   8.51  \n",
       " 3117     801002      申万中小板  2.38  23.12    3.7000         3.43    0.82   8.68  \n",
       " 3118     801002      申万中小板  2.39  23.24    5.9300         4.72    1.32   8.72  \n",
       " 3119     801002      申万中小板  2.33  22.64    5.0800         3.45    1.13   8.51  \n",
       " 3120     801002      申万中小板  2.32  22.54    3.6900         2.94    0.82   8.48  \n",
       " 3121     801002      申万中小板  2.30  22.36    2.5800         2.83    0.57   8.39  \n",
       " \n",
       " [3122 rows x 14 columns], '')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swindex.get_index_dailyindicator('801002','2006-01-01','2018-11-28','D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
